Add files using upload-large-folder tool

LLM2CLIP/.github/workflows/jekyll-gh-pages.yml

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+# Sample workflow for building and deploying a Jekyll site to GitHub Pages
+name: Deploy Jekyll with GitHub Pages dependencies preinstalled
+
+on:
+  # Runs on pushes targeting the default branch
+  push:
+    branches: ["main"]
+
+  # Allows you to run this workflow manually from the Actions tab
+  workflow_dispatch: 
+
+# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+
+# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued.
+# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete.
+concurrency:
+  group: "pages"
+  cancel-in-progress: false
+
+jobs:
+  # Build job
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+      - name: Setup Pages
+        uses: actions/configure-pages@v5
+      - name: Build with Jekyll
+        uses: actions/jekyll-build-pages@v1
+        with:
+          source: ./docs              # 指定 docs 作为 Jekyll 源目录
+          destination: ./docs/_site    # 构建输出路径
+      - name: Upload artifact
+        uses: actions/upload-pages-artifact@v3
+        with:
+          path: docs/_site            # 上传构建的 _site 目录
+
+  # Deployment job
+  deploy:
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    needs: build
+    steps:
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v4

LLM2CLIP/LLaVA-Med/.gitignore

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+__pycache__
+*.pyc
+*.egg-info

LLM2CLIP/LLaVA-Med/CODE_OF_CONDUCT.md

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+# Microsoft Open Source Code of Conduct
+
+This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/).
+
+Resources:
+
+- [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/)
+- [Microsoft Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/)
+- Contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with questions or concerns

LLM2CLIP/LLaVA-Med/LICENSE

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LLM2CLIP/LLaVA-Med/README.md

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+# LLaVA-Med: Large Language and Vision Assistant for Biomedicine
+
+*Visual instruction tuning towards building large language and vision models with GPT-4 level capabilities in the biomedicine space.*
+
+[[Paper, NeurIPS 2023 Datasets and Benchmarks Track (Spotlight)](https://arxiv.org/abs/2306.00890)] 
+
+**LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day** <br>
+
+[Chunyuan Li*](https://chunyuan.li/), [Cliff Wong*](https://scholar.google.com/citations?user=Sl05ifcAAAAJ&hl=en), [Sheng Zhang*](https://scholar.google.com/citations?user=-LVEXQ8AAAAJ&hl=en), [Naoto Usuyama](https://www.microsoft.com/en-us/research/people/naotous/), [Haotian Liu](https://hliu.cc), [Jianwei Yang](https://jwyang.github.io/), [Tristan Naumann](https://scholar.google.com/citations?user=cjlSeqwAAAAJ&hl=en), [Hoifung Poon](https://scholar.google.com/citations?user=yqqmVbkAAAAJ&hl=en), [Jianfeng Gao](https://scholar.google.com/citations?user=CQ1cqKkAAAAJ&hl=en) (*Equal Contribution)
+
+<p align="center">
+    <img src="images/llava_med_logo.png" width="50%"> <br>
+ 
+  *Generated by  <a href="https://gligen.github.io/">GLIGEN</a>  using the grounded inpainting mode, with three boxes: ``white doctor coat``, ``stethoscope``, ``white doctor hat with a red cross sign``.*
+ 
+</p>
+
+
+## Release
+
+- [May 13, 2024] 🔥LLaVA-Med v1.5 is out! It is not only significantly better (see the [evaluation results](docs/llava_med_performance.md#llava-med-15-performance).) but also much easier to use: no more *delta* weights! Now you can directly load our model from the [🤗 Hub](https://huggingface.co/microsoft/llava-med-v1.5-mistral-7b). The original LLaVA-Med (i.e., v1.0.0) codebase has been moved to [Archive](#archive). 
+- [Nov 8, 2023]   LLaVA-Med is open-sourced under the MSR release policy. Huge thanks to commitment of the team, and patience of the community.
+- [Sept, 2023]  LLaVA-Med is accepted in NeurIPS 2023 Datasets and Benchmarks Track, as a spotlight presentation.
+- [June 1, 2023] 🔥 We released **LLaVA-Med: Large Language and Vision Assistant for Biomedicine**, a step towards building biomedical domain large language and vision models with GPT-4 level capabilities.  Checkout the [paper](https://arxiv.org/abs/2306.00890)
+
+<p align="center">
+    <img src="images/llava_med_pipeline.png" width="90%"> <br>
+ 
+  *LLaVA-Med was initialized with the general-domain LLaVA and then continuously trained in a curriculum learning fashion (first biomedical concept alignment then full-blown instruction-tuning). We evaluated LLaVA-Med on standard visual conversation and question answering tasks.*
+</p>
+
+[![Code License](https://img.shields.io/badge/Code%20License-Microsoft%20Research-red)](Research%20License.docx)
+[![Data License](https://img.shields.io/badge/Data%20License-CC%20By%20NC%204.0-red.svg)](https://creativecommons.org/licenses/by-nc/4.0/deed.en)
+**Usage and License Notices**: The data, code, and model checkpoints are intended and licensed for research use only. They are also subject to additional restrictions dictated by the Terms of Use: LLaMA, Vicuna and GPT-4 respectively. The data is made available under CC BY NC 4.0. The data, code, and model checkpoints may be used for non-commercial purposes and any models trained using the dataset should be used only for research purposes. It is expressly prohibited for models trained on this data to be used in clinical care or for any clinical decision making purposes.
+
+## Contents
+
+- [Install](#install)
+- [Model Download](#model-download)
+- [Serving](#serving)
+- [Evaluation](#evaluation)
+- [Data Download](#data-download)
+- [Archive](#archive)
+- [Model Description](#model-description)
+
+## Install
+
+1. Clone this repository and navigate to LLaVA-Med folder
+```bash
+https://github.com/microsoft/LLaVA-Med.git
+cd LLaVA-Med
+```
+
+2. Install Package: Create conda environment
+
+```Shell
+conda create -n llava-med python=3.10 -y
+conda activate llava-med
+pip install --upgrade pip  # enable PEP 660 support
+pip install -e .
+```
+
+## Model Download
+
+
+ Model Descriptions | 🤗 Huggingface Hub | 
+| --- | ---: |
+| LLaVA-Med v1.5 | [microsoft/llava-med-v1.5-mistral-7b](https://huggingface.co/microsoft/llava-med-v1.5-mistral-7b) |
+
+
+
+## Serving
+
+### Web UI
+
+#### Launch a controller
+```Shell
+python -m llava.serve.controller --host 0.0.0.0 --port 10000
+```
+
+#### Launch a model worker
+```Shell
+python -m llava.serve.model_worker --host 0.0.0.0 --controller http://localhost:10000 --port 40000 --worker http://localhost:40000 --model-path microsoft/llava-med-v1.5-mistral-7b --multi-modal
+```
+Wait until the process finishes loading the model and you see "Uvicorn running on ...".
+
+#### Launch a model worker (Multiple GPUs, when GPU VRAM <= 24GB)
+
+If your the VRAM of your GPU is less than 24GB (e.g., RTX 3090, RTX 4090, etc.), you may try running it with multiple GPUs.
+
+```Shell
+python -m llava.serve.model_worker --host 0.0.0.0 --controller http://localhost:10000 --port 40000 --worker http://localhost:40000 --model-path microsoft/llava-med-v1.5-mistral-7b --multi-modal --num-gpus 2
+```
+Wait until the process finishes loading the model and you see "Uvicorn running on ...".
+
+
+#### Send a test message
+```Shell
+python -m llava.serve.test_message --model-name llava-med-v1.5-mistral-7b --controller http://localhost:10000
+```
+
+#### Launch a gradio web server.
+```Shell
+python -m llava.serve.gradio_web_server --controller http://localhost:10000
+```
+#### You can open your browser and chat with a model now.
+
+
+## Evaluation
+
+### Medical Visual Chat (GPT-assisted Evaluation)
+
+Our GPT-assisted evaluation pipeline for multimodal modeling is provided for a comprehensive understanding of the capabilities of vision-language models.  Please see our paper for more details.
+
+#### 1. Azure OpenAI Connection Info. 
+
+Open [llava/eval/llm.py](llava/eval/llm.py?plain=1#L33) and insert your Azure OpenAI Endpoint and API KEY
+```Shell
+openai_cxn_dict = {
+    'default': {
+      'endpoint': "INSERT YOUR AZURE OPENAI ENDPOINT HERE",
+      'api_key': "INSERT YOUR AZURE OPENAI API KEY HERE",
+    },
+  }
+```
+* GPT-4 inference was only tested using Azure OpenAI API. If you are using OpenAI API, you need to replace [llava/eval/llm.py (line 55)](llava/eval/llm.py?plain=1#L55) AsyncAzureOpenAI with AsyncOpenAI.
+
+#### 2. Deployment ID
+In [llava/eval/eval_multimodal_chat_gpt_score.py (line 55)](llava/eval/eval_multimodal_chat_gpt_score.py?plain=1#L55), replace with your GPT-4 model deployment id if necessary:
+
+#### 3. Download Images
+
+```Shell
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/multimodal_chat_eval/llava_med_test_image_urls.jsonl -P data/
+python llava/data/download_images.py \
+    --input_path data/llava_med_test_image_urls.jsonl \
+    --pmc_output_path data/pmc \
+    --images_output_path data/images
+```
+
+#### 4. Multimodal Chat Inference
+In our case, [`llava_med_eval_qa50_qa.jsonl`](/data/eval/llava_med_eval_qa50_qa.jsonl) contains the questions, context (captions and inline-mentions) and responses generated by text-only GPT-4 (0314), which we treat as ground truth.
+
+```Shell
+PYTHONPATH=. python llava/eval/model_vqa.py \
+    --conv-mode mistral_instruct \
+    --model-path microsoft/llava-med-v1.5-mistral-7b \
+    --question-file data/eval/llava_med_eval_qa50_qa.jsonl \
+    --image-folder data/images \
+    --answers-file /path/to/answer-file.jsonl \
+    --temperature 0.0
+```
+
+#### 5. GPT-4 Evaluation of the Generated Answers
+
+```Shell
+python llava/eval/eval_multimodal_chat_gpt_score.py \
+    --answers-file /path/to/answer-file.jsonl \
+    --question-file data/eval/llava_med_eval_qa50_qa.jsonl \
+    --scores-file /path/to/scores-file.jsonl
+```
+
+#### 6. Summarize the Evaluation Results
+
+```Shell
+python llava/eval/summarize_gpt_review.py \
+    --scores-file /path/to/scores-file.jsonl
+```
+
+## Data Download
+
+### LLaVA-Med Dataset
+
+<p align="center">
+    <img src="images/llava_med_dataset.png" width="90%"> <br>
+ 
+  *The data statistics of biomedical multimodal instruction-following data: (a,b) The root verb-noun pairs of instruction and responses, where the inner circle of the plot represents the root verb of the output response, and the outer circle represents the direct nouns. (c) The distribution of images and QA pairs on the five domains, one image is shown per domain.*
+</p>
+
+### Data Download
+| Alignment data files | Size |
+| --- | ---: |
+| [llava_med_alignment_500k.json](https://hanoverprod.z21.web.core.windows.net/med_llava/alignment/llava_med_alignment_500k.json) | 341.52 MiB |
+
+| Instruction-Tuning data files | Size |
+| --- | ---: |
+| [llava_med_instruct_10k.json](https://hanoverprod.z21.web.core.windows.net/med_llava/instruct/llava_med_instruct_10k.json) | 19.24 MiB |
+| [llava_med_instruct_60k.json](https://hanoverprod.z21.web.core.windows.net/med_llava/instruct/llava_med_instruct_60k.json) | 	84.65 MiB |
+| [llava_med_instruct_60k_inline_mention.json](https://hanoverprod.z21.web.core.windows.net/med_llava/instruct/llava_med_instruct_60k_inline_mention.json) | 83.61 MiB |
+| [llava_med_instruct_fig_captions.json](https://hanoverprod.z21.web.core.windows.net/med_llava/instruct/llava_med_instruct_fig_captions.json) | 161.39 MiB |
+
+| Evaluation files | Size |
+| --- | ---: |
+| [llava_med_eval_qa50_qa.jsonl](https://hanoverprod.z21.web.core.windows.net/med_llava/eval/llava_med_eval_qa50_qa.jsonl) | 	256.18 KiB |
+| [llava_med_eval_qa50_fig_captions.json](https://hanoverprod.z21.web.core.windows.net/med_llava/eval/llava_med_eval_qa50_fig_captions.json) | 51.82 KiB |
+| [llava_med_qa50_instruct_caption_in_text_cleaned-60k-3epoch.json](https://hanoverprod.z21.web.core.windows.net/med_llava/eval/llava_med_qa50_instruct_caption_in_text_cleaned-60k-3epoch.json) | 100.97 KiB |
+
+| Image URLS | Size |
+| --- | ---: |
+| [llava_med_image_urls.jsonl](https://hanoverprod.z21.web.core.windows.net/med_llava/llava_med_image_urls.jsonl) | 122.82 MiB |
+
+[download_images.py](https://github.com/microsoft/LLaVA-Med/blob/v1.0.0/llava/data/download_images.py) is used to download the PMC articles using the above image_urls file and extract the images
+
+To download our langauge-image multimodal instruction-folllowing dataset, please run the following script:
+```bash
+sh download_data.sh
+```
+
+
+## Archive
+
+- [LLaVA-Med v1.0](https://github.com/microsoft/LLaVA-Med/tree/v1.0.0)
+
+## Model Description 
+
+Large Language and Vision Assistant for bioMedicine (i.e., “LLaVA-Med”) is a large language and vision model trained using a curriculum learning method for adapting LLaVA to the biomedical domain. It is an open-source release intended for research use only to facilitate reproducibility of the corresponding paper  which claims improved performance for open-ended biomedical questions answering tasks, including common visual question answering (VQA) benchmark datasets such as PathVQA and VQA-RAD. 
+
+### Model Uses  
+
+#### Intended Use  
+
+The data, code, and model checkpoints are intended to be used solely for (I) future research on visual-language processing and (II) reproducibility of the experimental results reported in the reference paper. The data, code, and model checkpoints are not intended to be used in clinical care or for any clinical decision making purposes. 
+
+#### Primary Intended Use  
+
+The primary intended use is to support AI researchers reproducing and building on top of this work. LLaVA-Med and its associated models should be helpful for exploring various biomedical vision-language processing (VLP ) and vision question answering (VQA) research questions. 
+
+#### Out-of-Scope Use 
+
+**Any** deployed use case of the model --- commercial or otherwise --- is out of scope. Although we evaluated the models using a broad set of publicly-available research benchmarks, the models and evaluations are intended *for research use only* and not intended for deployed use cases. Please refer to [the associated paper](https://aka.ms/llava-med) for more details. 
+
+### Data 
+
+This model builds upon [PMC-15M dataset](https://aka.ms/biomedclip-paper), which is a large-scale parallel image-text dataset for biomedical vision-language processing. It contains 15 million figure-caption pairs extracted from biomedical research articles in PubMed Central. It covers a diverse range of biomedical image types, such as microscopy, radiography, histology, and more. 
+
+### Limitations 
+
+This model was developed using English corpora, and thus may be considered English-only. This model is evaluated on a narrow set of biomedical benchmark tasks, described in [LLaVA-Med paper](https://aka.ms/llava-med). As such, it is not suitable for use in any clinical setting. Under some conditions, the model may make inaccurate predictions and display limitations, which may require additional mitigation strategies. In particular, this model is likely to carry many of the limitations of the model from which it is derived, [LLaVA](https://llava-vl.github.io/).
+
+Further, this model was developed in part using the [PMC-15M](https://aka.ms/biomedclip-paper) dataset. The figure-caption pairs that make up this dataset may contain biases reflecting the current practice of academic publication. For example, the corresponding papers may be enriched for positive findings, contain examples of extreme cases, and otherwise reflect distributions that are not representative of other sources of biomedical data. 
+
+## Acknowledgement
+
+If you find LLaVA-Med useful for your your research and applications, please cite using this BibTeX:
+
+```bibtex
+@article{li2023llavamed,
+  title={Llava-med: Training a large language-and-vision assistant for biomedicine in one day},
+  author={Li, Chunyuan and Wong, Cliff and Zhang, Sheng and Usuyama, Naoto and Liu, Haotian and Yang, Jianwei and Naumann, Tristan and Poon, Hoifung and Gao, Jianfeng},
+  journal={arXiv preprint arXiv:2306.00890},
+  year={2023}
+}
+```
+
+
+## Related Projects
+
+- [LLaVA](https://llava-vl.github.io/)
+- [BiomedCLIP](https://huggingface.co/microsoft/BiomedCLIP-PubMedBERT_256-vit_base_patch16_224)
+- [Instruction Tuning with GPT-4](https://github.com/Instruction-Tuning-with-GPT-4/GPT-4-LLM)

LLM2CLIP/LLaVA-Med/SECURITY.md

@@ -0,0 +1,41 @@
+<!-- BEGIN MICROSOFT SECURITY.MD V0.0.5 BLOCK -->
+
+## Security
+
+Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin), and [our GitHub organizations](https://opensource.microsoft.com/).
+
+If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://docs.microsoft.com/en-us/previous-versions/tn-archive/cc751383(v=technet.10)), please report it to us as described below.
+
+## Reporting Security Issues
+
+**Please do not report security vulnerabilities through public GitHub issues.**
+
+Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://msrc.microsoft.com/create-report).
+
+If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com).  If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://www.microsoft.com/en-us/msrc/pgp-key-msrc).
+
+You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc). 
+
+Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue:
+
+  * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.)
+  * Full paths of source file(s) related to the manifestation of the issue
+  * The location of the affected source code (tag/branch/commit or direct URL)
+  * Any special configuration required to reproduce the issue
+  * Step-by-step instructions to reproduce the issue
+  * Proof-of-concept or exploit code (if possible)
+  * Impact of the issue, including how an attacker might exploit the issue
+
+This information will help us triage your report more quickly.
+
+If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://microsoft.com/msrc/bounty) page for more details about our active programs.
+
+## Preferred Languages
+
+We prefer all communications to be in English.
+
+## Policy
+
+Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://www.microsoft.com/en-us/msrc/cvd).
+
+<!-- END MICROSOFT SECURITY.MD BLOCK -->

LLM2CLIP/LLaVA-Med/SUPPORT.md

@@ -0,0 +1,25 @@
+# TODO: The maintainer of this repo has not yet edited this file
+
+**REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project?
+
+- **No CSS support:** Fill out this template with information about how to file issues and get help.
+- **Yes CSS support:** Fill out an intake form at [aka.ms/spot](https://aka.ms/spot). CSS will work with/help you to determine next steps. More details also available at [aka.ms/onboardsupport](https://aka.ms/onboardsupport).
+- **Not sure?** Fill out a SPOT intake as though the answer were "Yes". CSS will help you decide.
+
+*Then remove this first heading from this SUPPORT.MD file before publishing your repo.*
+
+# Support
+
+## How to file issues and get help  
+
+This project uses GitHub Issues to track bugs and feature requests. Please search the existing 
+issues before filing new issues to avoid duplicates.  For new issues, file your bug or 
+feature request as a new Issue.
+
+For help and questions about using this project, please **REPO MAINTAINER: INSERT INSTRUCTIONS HERE 
+FOR HOW TO ENGAGE REPO OWNERS OR COMMUNITY FOR HELP. COULD BE A STACK OVERFLOW TAG OR OTHER
+CHANNEL. WHERE WILL YOU HELP PEOPLE?**.
+
+## Microsoft Support Policy  
+
+Support for this **PROJECT or PRODUCT** is limited to the resources listed above.

LLM2CLIP/LLaVA-Med/download_data.sh

@@ -0,0 +1,35 @@
+#!/bin/bash
+
+mkdir data/alignment
+cd data/alignment
+
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/alignment/llava_med_alignment_500k.json
+
+cd ..
+
+mkdir instruct
+cd instruct
+
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/instruct/llava_med_instruct_10k.json
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/instruct/llava_med_instruct_60k.json
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/instruct/llava_med_instruct_60k_inline_mention.json
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/instruct/llava_med_instruct_fig_captions.json
+cd ..
+
+mkdir eval
+cd eval
+
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/eval/llava_med_eval_qa50_qa.jsonl
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/eval/llava_med_eval_qa50_fig_captions.json
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/eval/llava_med_qa50_instruct_caption_in_text_cleaned-60k-3epoch.json
+
+cd ..
+
+wget https://hanoverprod.z21.web.core.windows.net/med_llava/llava_med_image_urls.jsonl
+mkdir pmc_articles
+mkdir images
+
+cd ..
+
+pip install tqdm
+python llava/data/download_images.py --input_path data/llava_med_image_urls.jsonl --pmc_output_path data/pmc_articles/ --images_output_path data/images

LLM2CLIP/LLaVA-Med/pyproject.toml

@@ -0,0 +1,98 @@
+[build-system]
+requires = ["setuptools>=61.0"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "llava_med"
+version = "1.5.0"
+description = "Towards GPT-4 like large language and visual assistant."
+readme = "README.md"
+requires-python = ">=3.8"
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "License :: OSI Approved :: Apache Software License",
+]
+dependencies = [
+    "transformers==4.36.2",
+    "tokenizers>=0.15.0",
+    "sentencepiece==0.1.99",
+    "shortuuid",
+    "accelerate==0.21.0",
+    "peft==0.4.0",
+    "bitsandbytes==0.41.0",
+    "pydantic<2,>=1",
+    "markdown2[all]",
+    "protobuf",
+    "numpy",
+    "scikit-learn==1.2.2",
+    "gradio==3.35.2",
+    "gradio_client==0.2.9",
+    "requests",
+    "httpx==0.24.0",
+    "uvicorn",
+    "fastapi",
+    "einops==0.6.1",
+    "einops-exts==0.0.4",
+    "timm==0.9.12",
+    "tiktoken",
+    "openai==1.12.0",
+    "backoff",
+]
+
+[project.optional-dependencies]
+train = ["deepspeed==0.9.5", "ninja", "wandb"]
+eval = [
+    "azure-ai-ml",
+    "datasets",
+    "fire",
+    "opencv-python",
+    "openpyxl==3.1.2",
+    "pillow==9.4.0",
+    "python-Levenshtein",
+    "rich",
+    "streamlit==1.29.0",
+    "typer[all]",
+    "word2number",
+]
+
+[project.urls]
+"Homepage" = "https://github.com/microsoft/LLaVA-Med"
+"Bug Tracker" = "https://github.com/microsoft/LLaVA-Med/issues"
+
+[tool.setuptools.packages.find]
+exclude = [
+    "assets*",
+    "benchmark*",
+    "docs",
+    "dist*",
+    "playground*",
+    "scripts*",
+    "tests*",
+]
+
+[tool.wheel]
+exclude = [
+    "assets*",
+    "benchmark*",
+    "docs",
+    "dist*",
+    "playground*",
+    "scripts*",
+    "tests*",
+]
+
+[tool.black]
+line-length = 120
+skip-string-normalization = true
+
+[tool.pyright]
+exclude = [
+    "**/__pycache__",
+    "playground",
+    "_results",
+    "_data",
+    "models",
+    "checkpoints",
+    "wandb",
+    "docs",
+]

LLM2CLIP/docs/404.html

@@ -0,0 +1,25 @@
+---
+permalink: /404.html
+layout: default
+---
+
+<style type="text/css" media="screen">
+  .container {
+    margin: 10px auto;
+    max-width: 600px;
+    text-align: center;
+  }
+  h1 {
+    margin: 30px 0;
+    font-size: 4em;
+    line-height: 1;
+    letter-spacing: -1px;
+  }
+</style>
+
+<div class="container">
+  <h1>404</h1>
+
+  <p><strong>Page not found :(</strong></p>
+  <p>The requested page could not be found.</p>
+</div>

LLM2CLIP/docs/Gemfile

@@ -0,0 +1,33 @@
+source "https://rubygems.org"
+# Hello! This is where you manage which Jekyll version is used to run.
+# When you want to use a different version, change it below, save the
+# file and run `bundle install`. Run Jekyll with `bundle exec`, like so:
+#
+#     bundle exec jekyll serve
+#
+# This will help ensure the proper Jekyll version is running.
+# Happy Jekylling!
+gem "jekyll", "~> 4.3.4"
+# This is the default theme for new Jekyll sites. You may change this to anything you like.
+gem "minima", "~> 2.5"
+# If you want to use GitHub Pages, remove the "gem "jekyll"" above and
+# uncomment the line below. To upgrade, run `bundle update github-pages`.
+# gem "github-pages", group: :jekyll_plugins
+# If you have any plugins, put them here!
+group :jekyll_plugins do
+  gem "jekyll-feed", "~> 0.12"
+end
+
+# Windows and JRuby does not include zoneinfo files, so bundle the tzinfo-data gem
+# and associated library.
+platforms :mingw, :x64_mingw, :mswin, :jruby do
+  gem "tzinfo", ">= 1", "< 3"
+  gem "tzinfo-data"
+end
+
+# Performance-booster for watching directories on Windows
+gem "wdm", "~> 0.1", :platforms => [:mingw, :x64_mingw, :mswin]
+
+# Lock `http_parser.rb` gem to `v0.6.x` on JRuby builds since newer versions of the gem
+# do not have a Java counterpart.
+gem "http_parser.rb", "~> 0.6.0", :platforms => [:jruby]

LLM2CLIP/docs/Gemfile.lock

@@ -0,0 +1,182 @@
+GEM
+  remote: https://rubygems.org/
+  specs:
+    addressable (2.8.7)
+      public_suffix (>= 2.0.2, < 7.0)
+    bigdecimal (3.1.8)
+    colorator (1.1.0)
+    concurrent-ruby (1.3.4)
+    em-websocket (0.5.3)
+      eventmachine (>= 0.12.9)
+      http_parser.rb (~> 0)
+    eventmachine (1.2.7)
+    ffi (1.17.0)
+    ffi (1.17.0-aarch64-linux-gnu)
+    ffi (1.17.0-aarch64-linux-musl)
+    ffi (1.17.0-arm-linux-gnu)
+    ffi (1.17.0-arm-linux-musl)
+    ffi (1.17.0-arm64-darwin)
+    ffi (1.17.0-x86-linux-gnu)
+    ffi (1.17.0-x86-linux-musl)
+    ffi (1.17.0-x86_64-darwin)
+    ffi (1.17.0-x86_64-linux-gnu)
+    ffi (1.17.0-x86_64-linux-musl)
+    forwardable-extended (2.6.0)
+    google-protobuf (4.28.3)
+      bigdecimal
+      rake (>= 13)
+    google-protobuf (4.28.3-aarch64-linux)
+      bigdecimal
+      rake (>= 13)
+    google-protobuf (4.28.3-arm64-darwin)
+      bigdecimal
+      rake (>= 13)
+    google-protobuf (4.28.3-x86-linux)
+      bigdecimal
+      rake (>= 13)
+    google-protobuf (4.28.3-x86_64-darwin)
+      bigdecimal
+      rake (>= 13)
+    google-protobuf (4.28.3-x86_64-linux)
+      bigdecimal
+      rake (>= 13)
+    http_parser.rb (0.8.0)
+    i18n (1.14.6)
+      concurrent-ruby (~> 1.0)
+    jekyll (4.3.4)
+      addressable (~> 2.4)
+      colorator (~> 1.0)
+      em-websocket (~> 0.5)
+      i18n (~> 1.0)
+      jekyll-sass-converter (>= 2.0, < 4.0)
+      jekyll-watch (~> 2.0)
+      kramdown (~> 2.3, >= 2.3.1)
+      kramdown-parser-gfm (~> 1.0)
+      liquid (~> 4.0)
+      mercenary (>= 0.3.6, < 0.5)
+      pathutil (~> 0.9)
+      rouge (>= 3.0, < 5.0)
+      safe_yaml (~> 1.0)
+      terminal-table (>= 1.8, < 4.0)
+      webrick (~> 1.7)
+    jekyll-feed (0.17.0)
+      jekyll (>= 3.7, < 5.0)
+    jekyll-sass-converter (3.0.0)
+      sass-embedded (~> 1.54)
+    jekyll-seo-tag (2.8.0)
+      jekyll (>= 3.8, < 5.0)
+    jekyll-watch (2.2.1)
+      listen (~> 3.0)
+    kramdown (2.4.0)
+      rexml
+    kramdown-parser-gfm (1.1.0)
+      kramdown (~> 2.0)
+    liquid (4.0.4)
+    listen (3.9.0)
+      rb-fsevent (~> 0.10, >= 0.10.3)
+      rb-inotify (~> 0.9, >= 0.9.10)
+    mercenary (0.4.0)
+    minima (2.5.2)
+      jekyll (>= 3.5, < 5.0)
+      jekyll-feed (~> 0.9)
+      jekyll-seo-tag (~> 2.1)
+    pathutil (0.16.2)
+      forwardable-extended (~> 2.6)
+    public_suffix (6.0.1)
+    rake (13.2.1)
+    rb-fsevent (0.11.2)
+    rb-inotify (0.11.1)
+      ffi (~> 1.0)
+    rexml (3.3.9)
+    rouge (4.4.0)
+    safe_yaml (1.0.5)
+    sass-embedded (1.80.6)
+      google-protobuf (~> 4.28)
+      rake (>= 13)
+    sass-embedded (1.80.6-aarch64-linux-android)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-aarch64-linux-gnu)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-aarch64-linux-musl)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-aarch64-mingw-ucrt)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-arm-linux-androideabi)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-arm-linux-gnueabihf)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-arm-linux-musleabihf)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-arm64-darwin)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-riscv64-linux-android)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-riscv64-linux-gnu)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-riscv64-linux-musl)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86-cygwin)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86-linux-android)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86-linux-gnu)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86-linux-musl)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86-mingw-ucrt)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86_64-cygwin)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86_64-darwin)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86_64-linux-android)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86_64-linux-gnu)
+      google-protobuf (~> 4.28)
+    sass-embedded (1.80.6-x86_64-linux-musl)
+      google-protobuf (~> 4.28)
+    terminal-table (3.0.2)
+      unicode-display_width (>= 1.1.1, < 3)
+    unicode-display_width (2.6.0)
+    webrick (1.9.0)
+
+PLATFORMS
+  aarch64-linux
+  aarch64-linux-android
+  aarch64-linux-gnu
+  aarch64-linux-musl
+  aarch64-mingw-ucrt
+  arm-linux-androideabi
+  arm-linux-gnu
+  arm-linux-gnueabihf
+  arm-linux-musl
+  arm-linux-musleabihf
+  arm64-darwin
+  riscv64-linux-android
+  riscv64-linux-gnu
+  riscv64-linux-musl
+  ruby
+  x86-cygwin
+  x86-linux
+  x86-linux-android
+  x86-linux-gnu
+  x86-linux-musl
+  x86-mingw-ucrt
+  x86_64-cygwin
+  x86_64-darwin
+  x86_64-linux
+  x86_64-linux-android
+  x86_64-linux-gnu
+  x86_64-linux-musl
+
+DEPENDENCIES
+  http_parser.rb (~> 0.6.0)
+  jekyll (~> 4.3.4)
+  jekyll-feed (~> 0.12)
+  minima (~> 2.5)
+  tzinfo (>= 1, < 3)
+  tzinfo-data
+  wdm (~> 0.1)
+
+BUNDLED WITH
+   2.5.23

LLM2CLIP/docs/_config.yml

@@ -0,0 +1,55 @@
+# Welcome to Jekyll!
+#
+# This config file is meant for settings that affect your whole blog, values
+# which you are expected to set up once and rarely edit after that. If you find
+# yourself editing this file very often, consider using Jekyll's data files
+# feature for the data you need to update frequently.
+#
+# For technical reasons, this file is *NOT* reloaded automatically when you use
+# 'bundle exec jekyll serve'. If you change this file, please restart the server process.
+#
+# If you need help with YAML syntax, here are some quick references for you:
+# https://learn-the-web.algonquindesign.ca/topics/markdown-yaml-cheat-sheet/#yaml
+# https://learnxinyminutes.com/docs/yaml/
+#
+# Site settings
+# These are used to personalize your new site. If you look in the HTML files,
+# you will see them accessed via {{ site.title }}, {{ site.email }}, and so on.
+# You can create any custom variable you would like, and they will be accessible
+# in the templates via {{ site.myvariable }}.
+
+title: Your awesome title
+email: your-email@example.com
+description: >- # this means to ignore newlines until "baseurl:"
+  Write an awesome description for your new site here. You can edit this
+  line in _config.yml. It will appear in your document head meta (for
+  Google search results) and in your feed.xml site description.
+baseurl: "" # the subpath of your site, e.g. /blog
+url: "aka.ms/llm2clip" # the base hostname & protocol for your site, e.g. http://example.com
+twitter_username: jekyllrb
+github_username:  jekyll
+
+# Build settings
+theme: minima
+plugins:
+  - jekyll-feed
+
+# Exclude from processing.
+# The following items will not be processed, by default.
+# Any item listed under the `exclude:` key here will be automatically added to
+# the internal "default list".
+#
+# Excluded items can be processed by explicitly listing the directories or
+# their entries' file path in the `include:` list.
+#
+# exclude:
+#   - .sass-cache/
+#   - .jekyll-cache/
+#   - gemfiles/
+#   - Gemfile
+#   - Gemfile.lock
+#   - node_modules/
+#   - vendor/bundle/
+#   - vendor/cache/
+#   - vendor/gems/
+#   - vendor/ruby/

LLM2CLIP/docs/_posts/2024-11-08-welcome-to-jekyll.markdown

@@ -0,0 +1,29 @@
+---
+layout: post
+title:  "Welcome to Jekyll!"
+date:   2024-11-08 05:06:36 +0800
+categories: jekyll update
+---
+You’ll find this post in your `_posts` directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run `jekyll serve`, which launches a web server and auto-regenerates your site when a file is updated.
+
+Jekyll requires blog post files to be named according to the following format:
+
+`YEAR-MONTH-DAY-title.MARKUP`
+
+Where `YEAR` is a four-digit number, `MONTH` and `DAY` are both two-digit numbers, and `MARKUP` is the file extension representing the format used in the file. After that, include the necessary front matter. Take a look at the source for this post to get an idea about how it works.
+
+Jekyll also offers powerful support for code snippets:
+
+{% highlight ruby %}
+def print_hi(name)
+  puts "Hi, #{name}"
+end
+print_hi('Tom')
+#=> prints 'Hi, Tom' to STDOUT.
+{% endhighlight %}
+
+Check out the [Jekyll docs][jekyll-docs] for more info on how to get the most out of Jekyll. File all bugs/feature requests at [Jekyll’s GitHub repo][jekyll-gh]. If you have questions, you can ask them on [Jekyll Talk][jekyll-talk].
+
+[jekyll-docs]: https://jekyllrb.com/docs/home
+[jekyll-gh]:   https://github.com/jekyll/jekyll
+[jekyll-talk]: https://talk.jekyllrb.com/

LLM2CLIP/docs/_site/404.html

@@ -0,0 +1,87 @@
+<!DOCTYPE html>
+<html lang="en"><head>
+  <meta charset="utf-8">
+  <meta http-equiv="X-UA-Compatible" content="IE=edge">
+  <meta name="viewport" content="width=device-width, initial-scale=1"><!-- Begin Jekyll SEO tag v2.8.0 -->
+<title>Your awesome title | Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description.</title>
+<meta name="generator" content="Jekyll v4.3.4" />
+<meta property="og:title" content="Your awesome title" />
+<meta property="og:locale" content="en_US" />
+<meta name="description" content="Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description." />
+<meta property="og:description" content="Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description." />
+<link rel="canonical" href="http://localhost:4000/404.html" />
+<meta property="og:url" content="http://localhost:4000/404.html" />
+<meta property="og:site_name" content="Your awesome title" />
+<meta property="og:type" content="website" />
+<meta name="twitter:card" content="summary" />
+<meta property="twitter:title" content="Your awesome title" />
+<script type="application/ld+json">
+{"@context":"https://schema.org","@type":"WebPage","description":"Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description.","headline":"Your awesome title","url":"http://localhost:4000/404.html"}</script>
+<!-- End Jekyll SEO tag -->
+<link rel="stylesheet" href="/assets/main.css"><link type="application/atom+xml" rel="alternate" href="http://localhost:4000/feed.xml" title="Your awesome title" /></head>
+<body><header class="site-header" role="banner">
+
+  <div class="wrapper"><a class="site-title" rel="author" href="/">Your awesome title</a><nav class="site-nav">
+        <input type="checkbox" id="nav-trigger" class="nav-trigger" />
+        <label for="nav-trigger">
+          <span class="menu-icon">
+            <svg viewBox="0 0 18 15" width="18px" height="15px">
+              <path d="M18,1.484c0,0.82-0.665,1.484-1.484,1.484H1.484C0.665,2.969,0,2.304,0,1.484l0,0C0,0.665,0.665,0,1.484,0 h15.032C17.335,0,18,0.665,18,1.484L18,1.484z M18,7.516C18,8.335,17.335,9,16.516,9H1.484C0.665,9,0,8.335,0,7.516l0,0 c0-0.82,0.665-1.484,1.484-1.484h15.032C17.335,6.031,18,6.696,18,7.516L18,7.516z M18,13.516C18,14.335,17.335,15,16.516,15H1.484 C0.665,15,0,14.335,0,13.516l0,0c0-0.82,0.665-1.483,1.484-1.483h15.032C17.335,12.031,18,12.695,18,13.516L18,13.516z"/>
+            </svg>
+          </span>
+        </label>
+
+        <div class="trigger"><a class="page-link" href="/about/">About</a></div>
+      </nav></div>
+</header>
+<main class="page-content" aria-label="Content">
+      <div class="wrapper">
+        <style type="text/css" media="screen">
+  .container {
+    margin: 10px auto;
+    max-width: 600px;
+    text-align: center;
+  }
+  h1 {
+    margin: 30px 0;
+    font-size: 4em;
+    line-height: 1;
+    letter-spacing: -1px;
+  }
+</style>
+
+<div class="container">
+  <h1>404</h1>
+
+  <p><strong>Page not found :(</strong></p>
+  <p>The requested page could not be found.</p>
+</div>
+
+      </div>
+    </main><footer class="site-footer h-card">
+  <data class="u-url" href="/"></data>
+
+  <div class="wrapper">
+
+    <h2 class="footer-heading">Your awesome title</h2>
+
+    <div class="footer-col-wrapper">
+      <div class="footer-col footer-col-1">
+        <ul class="contact-list">
+          <li class="p-name">Your awesome title</li><li><a class="u-email" href="mailto:your-email@example.com">your-email@example.com</a></li></ul>
+      </div>
+
+      <div class="footer-col footer-col-2"><ul class="social-media-list"><li><a href="https://github.com/jekyll"><svg class="svg-icon"><use xlink:href="/assets/minima-social-icons.svg#github"></use></svg> <span class="username">jekyll</span></a></li><li><a href="https://www.twitter.com/jekyllrb"><svg class="svg-icon"><use xlink:href="/assets/minima-social-icons.svg#twitter"></use></svg> <span class="username">jekyllrb</span></a></li></ul>
+</div>
+
+      <div class="footer-col footer-col-3">
+        <p>Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description.</p>
+      </div>
+    </div>
+
+  </div>
+
+</footer>
+</body>
+
+</html>

LLM2CLIP/docs/_site/about/index.html

@@ -0,0 +1,88 @@
+<!DOCTYPE html>
+<html lang="en"><head>
+  <meta charset="utf-8">
+  <meta http-equiv="X-UA-Compatible" content="IE=edge">
+  <meta name="viewport" content="width=device-width, initial-scale=1"><!-- Begin Jekyll SEO tag v2.8.0 -->
+<title>About | Your awesome title</title>
+<meta name="generator" content="Jekyll v4.3.4" />
+<meta property="og:title" content="About" />
+<meta property="og:locale" content="en_US" />
+<meta name="description" content="Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description." />
+<meta property="og:description" content="Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description." />
+<link rel="canonical" href="http://localhost:4000/about/" />
+<meta property="og:url" content="http://localhost:4000/about/" />
+<meta property="og:site_name" content="Your awesome title" />
+<meta property="og:type" content="website" />
+<meta name="twitter:card" content="summary" />
+<meta property="twitter:title" content="About" />
+<script type="application/ld+json">
+{"@context":"https://schema.org","@type":"WebSite","description":"Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description.","headline":"About","name":"Your awesome title","url":"http://localhost:4000/about/"}</script>
+<!-- End Jekyll SEO tag -->
+<link rel="stylesheet" href="/assets/main.css"><link type="application/atom+xml" rel="alternate" href="http://localhost:4000/feed.xml" title="Your awesome title" /></head>
+<body><header class="site-header" role="banner">
+
+  <div class="wrapper"><a class="site-title" rel="author" href="/">Your awesome title</a><nav class="site-nav">
+        <input type="checkbox" id="nav-trigger" class="nav-trigger" />
+        <label for="nav-trigger">
+          <span class="menu-icon">
+            <svg viewBox="0 0 18 15" width="18px" height="15px">
+              <path d="M18,1.484c0,0.82-0.665,1.484-1.484,1.484H1.484C0.665,2.969,0,2.304,0,1.484l0,0C0,0.665,0.665,0,1.484,0 h15.032C17.335,0,18,0.665,18,1.484L18,1.484z M18,7.516C18,8.335,17.335,9,16.516,9H1.484C0.665,9,0,8.335,0,7.516l0,0 c0-0.82,0.665-1.484,1.484-1.484h15.032C17.335,6.031,18,6.696,18,7.516L18,7.516z M18,13.516C18,14.335,17.335,15,16.516,15H1.484 C0.665,15,0,14.335,0,13.516l0,0c0-0.82,0.665-1.483,1.484-1.483h15.032C17.335,12.031,18,12.695,18,13.516L18,13.516z"/>
+            </svg>
+          </span>
+        </label>
+
+        <div class="trigger"><a class="page-link" href="/about/">About</a></div>
+      </nav></div>
+</header>
+<main class="page-content" aria-label="Content">
+      <div class="wrapper">
+        <article class="post">
+
+  <header class="post-header">
+    <h1 class="post-title">About</h1>
+  </header>
+
+  <div class="post-content">
+    <p>This is the base Jekyll theme. You can find out more info about customizing your Jekyll theme, as well as basic Jekyll usage documentation at <a href="https://jekyllrb.com/">jekyllrb.com</a></p>
+
+<p>You can find the source code for Minima at GitHub:
+<a href="https://github.com/jekyll">jekyll</a> /
+<a href="https://github.com/jekyll/minima">minima</a></p>
+
+<p>You can find the source code for Jekyll at GitHub:
+<a href="https://github.com/jekyll">jekyll</a> /
+<a href="https://github.com/jekyll/jekyll">jekyll</a></p>
+
+
+  </div>
+
+</article>
+
+      </div>
+    </main><footer class="site-footer h-card">
+  <data class="u-url" href="/"></data>
+
+  <div class="wrapper">
+
+    <h2 class="footer-heading">Your awesome title</h2>
+
+    <div class="footer-col-wrapper">
+      <div class="footer-col footer-col-1">
+        <ul class="contact-list">
+          <li class="p-name">Your awesome title</li><li><a class="u-email" href="mailto:your-email@example.com">your-email@example.com</a></li></ul>
+      </div>
+
+      <div class="footer-col footer-col-2"><ul class="social-media-list"><li><a href="https://github.com/jekyll"><svg class="svg-icon"><use xlink:href="/assets/minima-social-icons.svg#github"></use></svg> <span class="username">jekyll</span></a></li><li><a href="https://www.twitter.com/jekyllrb"><svg class="svg-icon"><use xlink:href="/assets/minima-social-icons.svg#twitter"></use></svg> <span class="username">jekyllrb</span></a></li></ul>
+</div>
+
+      <div class="footer-col footer-col-3">
+        <p>Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description.</p>
+      </div>
+    </div>
+
+  </div>
+
+</footer>
+</body>
+
+</html>

LLM2CLIP/docs/_site/assets/main.css

@@ -0,0 +1,649 @@
+/**
+ * Reset some basic elements
+ */
+body, h1, h2, h3, h4, h5, h6,
+p, blockquote, pre, hr,
+dl, dd, ol, ul, figure {
+  margin: 0;
+  padding: 0;
+}
+
+/**
+ * Basic styling
+ */
+body {
+  font: 400 16px/1.5 -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
+  color: #111;
+  background-color: #fdfdfd;
+  -webkit-text-size-adjust: 100%;
+  -webkit-font-feature-settings: "kern" 1;
+  -moz-font-feature-settings: "kern" 1;
+  -o-font-feature-settings: "kern" 1;
+  font-feature-settings: "kern" 1;
+  font-kerning: normal;
+  display: flex;
+  min-height: 100vh;
+  flex-direction: column;
+}
+
+/**
+ * Set `margin-bottom` to maintain vertical rhythm
+ */
+h1, h2, h3, h4, h5, h6,
+p, blockquote, pre,
+ul, ol, dl, figure,
+.highlight {
+  margin-bottom: 15px;
+}
+
+/**
+ * `main` element
+ */
+main {
+  display: block; /* Default value of `display` of `main` element is 'inline' in IE 11. */
+}
+
+/**
+ * Images
+ */
+img {
+  max-width: 100%;
+  vertical-align: middle;
+}
+
+/**
+ * Figures
+ */
+figure > img {
+  display: block;
+}
+
+figcaption {
+  font-size: 14px;
+}
+
+/**
+ * Lists
+ */
+ul, ol {
+  margin-left: 30px;
+}
+
+li > ul,
+li > ol {
+  margin-bottom: 0;
+}
+
+/**
+ * Headings
+ */
+h1, h2, h3, h4, h5, h6 {
+  font-weight: 400;
+}
+
+/**
+ * Links
+ */
+a {
+  color: #2a7ae2;
+  text-decoration: none;
+}
+a:visited {
+  color: rgb(22.9483471074, 86.2541322314, 168.5516528926);
+}
+a:hover {
+  color: #111;
+  text-decoration: underline;
+}
+.social-media-list a:hover {
+  text-decoration: none;
+}
+.social-media-list a:hover .username {
+  text-decoration: underline;
+}
+
+/**
+ * Blockquotes
+ */
+blockquote {
+  color: #828282;
+  border-left: 4px solid #e8e8e8;
+  padding-left: 15px;
+  font-size: 18px;
+  letter-spacing: -1px;
+  font-style: italic;
+}
+blockquote > :last-child {
+  margin-bottom: 0;
+}
+
+/**
+ * Code formatting
+ */
+pre,
+code {
+  font-size: 15px;
+  border: 1px solid #e8e8e8;
+  border-radius: 3px;
+  background-color: #eef;
+}
+
+code {
+  padding: 1px 5px;
+}
+
+pre {
+  padding: 8px 12px;
+  overflow-x: auto;
+}
+pre > code {
+  border: 0;
+  padding-right: 0;
+  padding-left: 0;
+}
+
+/**
+ * Wrapper
+ */
+.wrapper {
+  max-width: -webkit-calc(800px - (30px * 2));
+  max-width: calc(800px - 30px * 2);
+  margin-right: auto;
+  margin-left: auto;
+  padding-right: 30px;
+  padding-left: 30px;
+}
+@media screen and (max-width: 800px) {
+  .wrapper {
+    max-width: -webkit-calc(800px - (30px));
+    max-width: calc(800px - (30px));
+    padding-right: 15px;
+    padding-left: 15px;
+  }
+}
+
+/**
+ * Clearfix
+ */
+.footer-col-wrapper:after, .wrapper:after {
+  content: "";
+  display: table;
+  clear: both;
+}
+
+/**
+ * Icons
+ */
+.svg-icon {
+  width: 16px;
+  height: 16px;
+  display: inline-block;
+  fill: #828282;
+  padding-right: 5px;
+  vertical-align: text-top;
+}
+
+.social-media-list li + li {
+  padding-top: 5px;
+}
+
+/**
+ * Tables
+ */
+table {
+  margin-bottom: 30px;
+  width: 100%;
+  text-align: left;
+  color: rgb(62.9, 62.9, 62.9);
+  border-collapse: collapse;
+  border: 1px solid #e8e8e8;
+}
+table tr:nth-child(even) {
+  background-color: rgb(247.3, 247.3, 247.3);
+}
+table th, table td {
+  padding: 9.999999999px 15px;
+}
+table th {
+  background-color: rgb(239.65, 239.65, 239.65);
+  border: 1px solid rgb(221.8, 221.8, 221.8);
+  border-bottom-color: rgb(201.4, 201.4, 201.4);
+}
+table td {
+  border: 1px solid #e8e8e8;
+}
+
+/**
+ * Site header
+ */
+.site-header {
+  border-top: 5px solid rgb(66.25, 66.25, 66.25);
+  border-bottom: 1px solid #e8e8e8;
+  min-height: 55.95px;
+  position: relative;
+}
+
+.site-title {
+  font-size: 26px;
+  font-weight: 300;
+  line-height: 54px;
+  letter-spacing: -1px;
+  margin-bottom: 0;
+  float: left;
+}
+.site-title, .site-title:visited {
+  color: rgb(66.25, 66.25, 66.25);
+}
+
+.site-nav {
+  float: right;
+  line-height: 54px;
+}
+.site-nav .nav-trigger {
+  display: none;
+}
+.site-nav .menu-icon {
+  display: none;
+}
+.site-nav .page-link {
+  color: #111;
+  line-height: 1.5;
+}
+.site-nav .page-link:not(:last-child) {
+  margin-right: 20px;
+}
+@media screen and (max-width: 600px) {
+  .site-nav {
+    position: absolute;
+    top: 9px;
+    right: 15px;
+    background-color: #fdfdfd;
+    border: 1px solid #e8e8e8;
+    border-radius: 5px;
+    text-align: right;
+  }
+  .site-nav label[for=nav-trigger] {
+    display: block;
+    float: right;
+    width: 36px;
+    height: 36px;
+    z-index: 2;
+    cursor: pointer;
+  }
+  .site-nav .menu-icon {
+    display: block;
+    float: right;
+    width: 36px;
+    height: 26px;
+    line-height: 0;
+    padding-top: 10px;
+    text-align: center;
+  }
+  .site-nav .menu-icon > svg {
+    fill: rgb(66.25, 66.25, 66.25);
+  }
+  .site-nav input ~ .trigger {
+    clear: both;
+    display: none;
+  }
+  .site-nav input:checked ~ .trigger {
+    display: block;
+    padding-bottom: 5px;
+  }
+  .site-nav .page-link {
+    display: block;
+    margin-left: 20px;
+    padding: 5px 10px;
+  }
+  .site-nav .page-link:not(:last-child) {
+    margin-right: 0;
+  }
+}
+
+/**
+ * Site footer
+ */
+.site-footer {
+  border-top: 1px solid #e8e8e8;
+  padding: 30px 0;
+}
+
+.footer-heading {
+  font-size: 18px;
+  margin-bottom: 15px;
+}
+
+.contact-list,
+.social-media-list {
+  list-style: none;
+  margin-left: 0;
+}
+
+.footer-col-wrapper {
+  font-size: 15px;
+  color: #828282;
+  margin-left: -15px;
+}
+
+.footer-col {
+  float: left;
+  margin-bottom: 15px;
+  padding-left: 15px;
+}
+
+.footer-col-1 {
+  width: -webkit-calc(35% - (30px / 2));
+  width: calc(35% - 30px / 2);
+}
+
+.footer-col-2 {
+  width: -webkit-calc(20% - (30px / 2));
+  width: calc(20% - 30px / 2);
+}
+
+.footer-col-3 {
+  width: -webkit-calc(45% - (30px / 2));
+  width: calc(45% - 30px / 2);
+}
+
+@media screen and (max-width: 800px) {
+  .footer-col-1,
+  .footer-col-2 {
+    width: -webkit-calc(50% - (30px / 2));
+    width: calc(50% - 30px / 2);
+  }
+  .footer-col-3 {
+    width: -webkit-calc(100% - (30px / 2));
+    width: calc(100% - 30px / 2);
+  }
+}
+@media screen and (max-width: 600px) {
+  .footer-col {
+    float: none;
+    width: -webkit-calc(100% - (30px / 2));
+    width: calc(100% - 30px / 2);
+  }
+}
+/**
+ * Page content
+ */
+.page-content {
+  padding: 30px 0;
+  flex: 1;
+}
+
+.page-heading {
+  font-size: 32px;
+}
+
+.post-list-heading {
+  font-size: 28px;
+}
+
+.post-list {
+  margin-left: 0;
+  list-style: none;
+}
+.post-list > li {
+  margin-bottom: 30px;
+}
+
+.post-meta {
+  font-size: 14px;
+  color: #828282;
+}
+
+.post-link {
+  display: block;
+  font-size: 24px;
+}
+
+/**
+ * Posts
+ */
+.post-header {
+  margin-bottom: 30px;
+}
+
+.post-title {
+  font-size: 42px;
+  letter-spacing: -1px;
+  line-height: 1;
+}
+@media screen and (max-width: 800px) {
+  .post-title {
+    font-size: 36px;
+  }
+}
+
+.post-content {
+  margin-bottom: 30px;
+}
+.post-content h2 {
+  font-size: 32px;
+}
+@media screen and (max-width: 800px) {
+  .post-content h2 {
+    font-size: 28px;
+  }
+}
+.post-content h3 {
+  font-size: 26px;
+}
+@media screen and (max-width: 800px) {
+  .post-content h3 {
+    font-size: 22px;
+  }
+}
+.post-content h4 {
+  font-size: 20px;
+}
+@media screen and (max-width: 800px) {
+  .post-content h4 {
+    font-size: 18px;
+  }
+}
+
+/**
+ * Syntax highlighting styles
+ */
+.highlight {
+  background: #fff;
+}
+.highlighter-rouge .highlight {
+  background: #eef;
+}
+.highlight .c {
+  color: #998;
+  font-style: italic;
+}
+.highlight .err {
+  color: #a61717;
+  background-color: #e3d2d2;
+}
+.highlight .k {
+  font-weight: bold;
+}
+.highlight .o {
+  font-weight: bold;
+}
+.highlight .cm {
+  color: #998;
+  font-style: italic;
+}
+.highlight .cp {
+  color: #999;
+  font-weight: bold;
+}
+.highlight .c1 {
+  color: #998;
+  font-style: italic;
+}
+.highlight .cs {
+  color: #999;
+  font-weight: bold;
+  font-style: italic;
+}
+.highlight .gd {
+  color: #000;
+  background-color: #fdd;
+}
+.highlight .gd .x {
+  color: #000;
+  background-color: #faa;
+}
+.highlight .ge {
+  font-style: italic;
+}
+.highlight .gr {
+  color: #a00;
+}
+.highlight .gh {
+  color: #999;
+}
+.highlight .gi {
+  color: #000;
+  background-color: #dfd;
+}
+.highlight .gi .x {
+  color: #000;
+  background-color: #afa;
+}
+.highlight .go {
+  color: #888;
+}
+.highlight .gp {
+  color: #555;
+}
+.highlight .gs {
+  font-weight: bold;
+}
+.highlight .gu {
+  color: #aaa;
+}
+.highlight .gt {
+  color: #a00;
+}
+.highlight .kc {
+  font-weight: bold;
+}
+.highlight .kd {
+  font-weight: bold;
+}
+.highlight .kp {
+  font-weight: bold;
+}
+.highlight .kr {
+  font-weight: bold;
+}
+.highlight .kt {
+  color: #458;
+  font-weight: bold;
+}
+.highlight .m {
+  color: #099;
+}
+.highlight .s {
+  color: #d14;
+}
+.highlight .na {
+  color: #008080;
+}
+.highlight .nb {
+  color: #0086B3;
+}
+.highlight .nc {
+  color: #458;
+  font-weight: bold;
+}
+.highlight .no {
+  color: #008080;
+}
+.highlight .ni {
+  color: #800080;
+}
+.highlight .ne {
+  color: #900;
+  font-weight: bold;
+}
+.highlight .nf {
+  color: #900;
+  font-weight: bold;
+}
+.highlight .nn {
+  color: #555;
+}
+.highlight .nt {
+  color: #000080;
+}
+.highlight .nv {
+  color: #008080;
+}
+.highlight .ow {
+  font-weight: bold;
+}
+.highlight .w {
+  color: #bbb;
+}
+.highlight .mf {
+  color: #099;
+}
+.highlight .mh {
+  color: #099;
+}
+.highlight .mi {
+  color: #099;
+}
+.highlight .mo {
+  color: #099;
+}
+.highlight .sb {
+  color: #d14;
+}
+.highlight .sc {
+  color: #d14;
+}
+.highlight .sd {
+  color: #d14;
+}
+.highlight .s2 {
+  color: #d14;
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+.highlight .ss {
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LLM2CLIP/docs/_site/assets/main.css.map

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* Images\n */\nimg {\n  max-width: 100%;\n  vertical-align: middle;\n}\n\n\n\n/**\n * Figures\n */\nfigure > img {\n  display: block;\n}\n\nfigcaption {\n  font-size: $small-font-size;\n}\n\n\n\n/**\n * Lists\n */\nul, ol {\n  margin-left: $spacing-unit;\n}\n\nli {\n  > ul,\n  > ol {\n    margin-bottom: 0;\n  }\n}\n\n\n\n/**\n * Headings\n */\nh1, h2, h3, h4, h5, h6 {\n  font-weight: $base-font-weight;\n}\n\n\n\n/**\n * Links\n */\na {\n  color: $brand-color;\n  text-decoration: none;\n\n  &:visited {\n    color: darken($brand-color, 15%);\n  }\n\n  &:hover {\n    color: $text-color;\n    text-decoration: underline;\n  }\n\n  .social-media-list &:hover {\n    text-decoration: none;\n\n    .username {\n      text-decoration: underline;\n    }\n  }\n}\n\n\n/**\n * Blockquotes\n */\nblockquote {\n  color: $grey-color;\n  border-left: 4px solid $grey-color-light;\n  padding-left: $spacing-unit * 0.5;\n  @include relative-font-size(1.125);\n  letter-spacing: -1px;\n  font-style: italic;\n\n 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}\n}\n","@charset \"utf-8\";\n\n// Define defaults for each variable.\n\n$base-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\" !default;\n$base-font-size:   16px !default;\n$base-font-weight: 400 !default;\n$small-font-size:  $base-font-size * 0.875 !default;\n$base-line-height: 1.5 !default;\n\n$spacing-unit:     30px !default;\n\n$text-color:       #111 !default;\n$background-color: #fdfdfd !default;\n$brand-color:      #2a7ae2 !default;\n\n$grey-color:       #828282 !default;\n$grey-color-light: lighten($grey-color, 40%) !default;\n$grey-color-dark:  darken($grey-color, 25%) !default;\n\n$table-text-align: left !default;\n\n// Width of the content area\n$content-width:    800px !default;\n\n$on-palm:          600px !default;\n$on-laptop:        800px !default;\n\n// Use media queries like this:\n// @include media-query($on-palm) {\n//   .wrapper {\n//     padding-right: $spacing-unit / 2;\n//     padding-left: $spacing-unit / 2;\n//   }\n// }\n@mixin media-query($device) {\n  @media screen and (max-width: $device) {\n    @content;\n  }\n}\n\n@mixin relative-font-size($ratio) {\n  font-size: $base-font-size * $ratio;\n}\n\n// Import partials.\n@import\n  \"minima/base\",\n  \"minima/layout\",\n  \"minima/syntax-highlighting\"\n;\n","/**\n * Site header\n */\n.site-header {\n  border-top: 5px solid $grey-color-dark;\n  border-bottom: 1px solid $grey-color-light;\n  min-height: $spacing-unit * 1.865;\n\n  // Positioning context for the mobile navigation icon\n  position: relative;\n}\n\n.site-title {\n  @include relative-font-size(1.625);\n  font-weight: 300;\n  line-height: $base-line-height * $base-font-size * 2.25;\n  letter-spacing: -1px;\n  margin-bottom: 0;\n  float: left;\n\n  &,\n  &:visited {\n    color: $grey-color-dark;\n  }\n}\n\n.site-nav {\n  float: right;\n  line-height: $base-line-height * $base-font-size * 2.25;\n\n  .nav-trigger {\n      display: none;\n  }\n\n  .menu-icon {\n    display: none;\n  }\n\n  .page-link {\n    color: $text-color;\n    line-height: $base-line-height;\n\n    // Gaps between nav items, but not on the last one\n    &:not(:last-child) {\n      margin-right: 20px;\n    }\n  }\n\n  @include media-query($on-palm) {\n    position: absolute;\n    top: 9px;\n    right: $spacing-unit * 0.5;\n    background-color: $background-color;\n    border: 1px solid $grey-color-light;\n    border-radius: 5px;\n    text-align: right;\n\n    label[for=\"nav-trigger\"] {\n      display: block;\n      float: right;\n      width: 36px;\n      height: 36px;\n      z-index: 2;\n      cursor: pointer;\n    }\n\n    .menu-icon {\n      display: block;\n      float: right;\n      width: 36px;\n      height: 26px;\n      line-height: 0;\n      padding-top: 10px;\n      text-align: center;\n\n      > svg {\n        fill: $grey-color-dark;\n      }\n    }\n\n    input ~ .trigger {\n      clear: both;\n      display: none;\n    }\n\n    input:checked ~ .trigger {\n      display: block;\n      padding-bottom: 5px;\n    }\n\n    .page-link {\n      display: block;\n      margin-left: 20px;\n      padding: 5px 10px;\n\n      &:not(:last-child) {\n        margin-right: 0;\n      }\n    }\n  }\n}\n\n\n\n/**\n * Site footer\n */\n.site-footer {\n  border-top: 1px solid $grey-color-light;\n  padding: $spacing-unit 0;\n}\n\n.footer-heading {\n  @include relative-font-size(1.125);\n  margin-bottom: $spacing-unit * 0.5;\n}\n\n.contact-list,\n.social-media-list {\n  list-style: none;\n  margin-left: 0;\n}\n\n.footer-col-wrapper {\n  @include relative-font-size(0.9375);\n  color: $grey-color;\n  margin-left: -$spacing-unit * 0.5;\n  @extend %clearfix;\n}\n\n.footer-col {\n  float: left;\n  margin-bottom: $spacing-unit * 0.5;\n  padding-left: $spacing-unit * 0.5;\n}\n\n.footer-col-1 {\n  width: -webkit-calc(35% - (#{$spacing-unit} / 2));\n  width:         calc(35% - (#{$spacing-unit} / 2));\n}\n\n.footer-col-2 {\n  width: -webkit-calc(20% - (#{$spacing-unit} / 2));\n  width:         calc(20% - (#{$spacing-unit} / 2));\n}\n\n.footer-col-3 {\n  width: -webkit-calc(45% - (#{$spacing-unit} / 2));\n  width:         calc(45% - (#{$spacing-unit} / 2));\n}\n\n@include media-query($on-laptop) {\n  .footer-col-1,\n  .footer-col-2 {\n    width: -webkit-calc(50% - (#{$spacing-unit} / 2));\n    width:         calc(50% - (#{$spacing-unit} / 2));\n  }\n\n  .footer-col-3 {\n    width: -webkit-calc(100% - (#{$spacing-unit} / 2));\n    width:         calc(100% - (#{$spacing-unit} / 2));\n  }\n}\n\n@include media-query($on-palm) {\n  .footer-col {\n    float: none;\n    width: -webkit-calc(100% - (#{$spacing-unit} / 2));\n    width:         calc(100% - (#{$spacing-unit} / 2));\n  }\n}\n\n\n\n/**\n * Page content\n */\n.page-content {\n  padding: $spacing-unit 0;\n  flex: 1;\n}\n\n.page-heading {\n  @include relative-font-size(2);\n}\n\n.post-list-heading {\n  @include relative-font-size(1.75);\n}\n\n.post-list {\n  margin-left: 0;\n  list-style: none;\n\n  > li {\n    margin-bottom: $spacing-unit;\n  }\n}\n\n.post-meta {\n  font-size: $small-font-size;\n  color: $grey-color;\n}\n\n.post-link {\n  display: block;\n  @include relative-font-size(1.5);\n}\n\n\n\n/**\n * Posts\n */\n.post-header {\n  margin-bottom: $spacing-unit;\n}\n\n.post-title {\n  @include relative-font-size(2.625);\n  letter-spacing: -1px;\n  line-height: 1;\n\n  @include media-query($on-laptop) {\n    @include relative-font-size(2.25);\n  }\n}\n\n.post-content {\n  margin-bottom: $spacing-unit;\n\n  h2 {\n    @include relative-font-size(2);\n\n    @include media-query($on-laptop) {\n      @include relative-font-size(1.75);\n    }\n  }\n\n  h3 {\n    @include relative-font-size(1.625);\n\n    @include media-query($on-laptop) {\n      @include relative-font-size(1.375);\n    }\n  }\n\n  h4 {\n    @include relative-font-size(1.25);\n\n    @include media-query($on-laptop) {\n      @include relative-font-size(1.125);\n    }\n  }\n}\n","/**\n * Syntax highlighting styles\n */\n.highlight {\n  background: #fff;\n  @extend %vertical-rhythm;\n\n  .highlighter-rouge & {\n    background: #eef;\n  }\n\n  .c     { color: #998; font-style: italic } // Comment\n  .err   { color: #a61717; background-color: #e3d2d2 } // Error\n  .k     { font-weight: bold } // Keyword\n  .o     { font-weight: bold } // Operator\n  .cm    { color: #998; font-style: italic } // Comment.Multiline\n  .cp    { color: #999; font-weight: bold } // Comment.Preproc\n  .c1    { color: #998; font-style: italic } // Comment.Single\n  .cs    { color: #999; font-weight: bold; font-style: italic } // Comment.Special\n  .gd    { color: #000; background-color: #fdd } // Generic.Deleted\n  .gd .x { color: #000; background-color: #faa } // Generic.Deleted.Specific\n  .ge    { font-style: italic } // Generic.Emph\n  .gr    { color: #a00 } // Generic.Error\n  .gh    { color: #999 } // Generic.Heading\n  .gi    { color: #000; background-color: #dfd } // Generic.Inserted\n  .gi .x { color: #000; background-color: #afa } // Generic.Inserted.Specific\n  .go    { color: #888 } // Generic.Output\n  .gp    { color: #555 } // Generic.Prompt\n  .gs    { font-weight: bold } // Generic.Strong\n  .gu    { color: #aaa } // Generic.Subheading\n  .gt    { color: #a00 } // Generic.Traceback\n  .kc    { font-weight: bold } // Keyword.Constant\n  .kd    { font-weight: bold } // Keyword.Declaration\n  .kp    { font-weight: bold } // Keyword.Pseudo\n  .kr    { font-weight: bold } // Keyword.Reserved\n  .kt    { color: #458; font-weight: bold } // Keyword.Type\n  .m     { color: #099 } // Literal.Number\n  .s     { color: #d14 } // Literal.String\n  .na    { color: #008080 } // Name.Attribute\n  .nb    { color: #0086B3 } // Name.Builtin\n  .nc    { color: #458; font-weight: bold } // Name.Class\n  .no    { color: #008080 } // Name.Constant\n  .ni    { color: #800080 } // Name.Entity\n  .ne    { color: #900; font-weight: bold } // Name.Exception\n  .nf    { color: #900; font-weight: bold } // Name.Function\n  .nn    { color: #555 } // Name.Namespace\n  .nt    { color: #000080 } // Name.Tag\n  .nv    { color: #008080 } // Name.Variable\n  .ow    { font-weight: bold } // Operator.Word\n  .w     { color: #bbb } // Text.Whitespace\n  .mf    { color: #099 } // Literal.Number.Float\n  .mh    { color: #099 } // Literal.Number.Hex\n  .mi    { color: #099 } // Literal.Number.Integer\n  .mo    { color: #099 } // Literal.Number.Oct\n  .sb    { color: #d14 } // Literal.String.Backtick\n  .sc    { color: #d14 } // Literal.String.Char\n  .sd    { color: #d14 } // Literal.String.Doc\n  .s2    { color: #d14 } // Literal.String.Double\n  .se    { color: #d14 } // Literal.String.Escape\n  .sh    { color: #d14 } // Literal.String.Heredoc\n  .si    { color: #d14 } // Literal.String.Interpol\n  .sx    { color: #d14 } // Literal.String.Other\n  .sr    { color: #009926 } // Literal.String.Regex\n  .s1    { color: #d14 } // Literal.String.Single\n  .ss    { color: #990073 } // Literal.String.Symbol\n  .bp    { color: #999 } // Name.Builtin.Pseudo\n  .vc    { color: #008080 } // Name.Variable.Class\n  .vg    { color: #008080 } // Name.Variable.Global\n  .vi    { color: #008080 } // Name.Variable.Instance\n  .il    { color: #099 } // Literal.Number.Integer.Long\n}\n"],"file":"main.css"}

LLM2CLIP/docs/_site/feed.xml

@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="4.3.4">Jekyll</generator><link href="http://localhost:4000/feed.xml" rel="self" type="application/atom+xml" /><link href="http://localhost:4000/" rel="alternate" type="text/html" /><updated>2024-11-08T05:12:20+08:00</updated><id>http://localhost:4000/feed.xml</id><title type="html">Your awesome title</title><subtitle>Write an awesome description for your new site here. You can edit this line in _config.yml. It will appear in your document head meta (for Google search results) and in your feed.xml site description.</subtitle><entry><title type="html">Welcome to Jekyll!</title><link href="http://localhost:4000/jekyll/update/2024/11/08/welcome-to-jekyll.html" rel="alternate" type="text/html" title="Welcome to Jekyll!" /><published>2024-11-08T05:06:36+08:00</published><updated>2024-11-08T05:06:36+08:00</updated><id>http://localhost:4000/jekyll/update/2024/11/08/welcome-to-jekyll</id><content type="html" xml:base="http://localhost:4000/jekyll/update/2024/11/08/welcome-to-jekyll.html"><![CDATA[<p>You’ll find this post in your <code class="language-plaintext highlighter-rouge">_posts</code> directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run <code class="language-plaintext highlighter-rouge">jekyll serve</code>, which launches a web server and auto-regenerates your site when a file is updated.</p>
+
+<p>Jekyll requires blog post files to be named according to the following format:</p>
+
+<p><code class="language-plaintext highlighter-rouge">YEAR-MONTH-DAY-title.MARKUP</code></p>
+
+<p>Where <code class="language-plaintext highlighter-rouge">YEAR</code> is a four-digit number, <code class="language-plaintext highlighter-rouge">MONTH</code> and <code class="language-plaintext highlighter-rouge">DAY</code> are both two-digit numbers, and <code class="language-plaintext highlighter-rouge">MARKUP</code> is the file extension representing the format used in the file. After that, include the necessary front matter. Take a look at the source for this post to get an idea about how it works.</p>
+
+<p>Jekyll also offers powerful support for code snippets:</p>
+
+<figure class="highlight"><pre><code class="language-ruby" data-lang="ruby"><span class="k">def</span> <span class="nf">print_hi</span><span class="p">(</span><span class="nb">name</span><span class="p">)</span>
+  <span class="nb">puts</span> <span class="s2">"Hi, </span><span class="si">#{</span><span class="nb">name</span><span class="si">}</span><span class="s2">"</span>
+<span class="k">end</span>
+<span class="n">print_hi</span><span class="p">(</span><span class="s1">'Tom'</span><span class="p">)</span>
+<span class="c1">#=&gt; prints 'Hi, Tom' to STDOUT.</span></code></pre></figure>
+
+<p>Check out the <a href="https://jekyllrb.com/docs/home">Jekyll docs</a> for more info on how to get the most out of Jekyll. File all bugs/feature requests at <a href="https://github.com/jekyll/jekyll">Jekyll’s GitHub repo</a>. If you have questions, you can ask them on <a href="https://talk.jekyllrb.com/">Jekyll Talk</a>.</p>]]></content><author><name></name></author><category term="jekyll" /><category term="update" /><summary type="html"><![CDATA[You’ll find this post in your _posts directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run jekyll serve, which launches a web server and auto-regenerates your site when a file is updated.]]></summary></entry></feed>

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+        <div class="column has-text-centered">
+          <h1 class="title is-1 publication-title">LLM2CLIP: Powerful Language Model Unlock Richer Visual Representation</h1>
+          <div class="is-size-5 publication-authors">
+            <span class="author-block">
+              Weiquan Huang<sup>1*</sup>,</span>
+            <span class="author-block">
+              Aoqi Wu<sup>1*</sup>,</span>
+            <span class="author-block">
+              Yifan Yang<sup>2†</sup>,
+            </span>
+            <span class="author-block">
+              Xufang Luo<sup>2</sup>,
+            </span>
+            <span class="author-block">
+              Yuqing Yang<sup>2</sup>,
+            </span>
+            <span class="author-block">
+              Liang Hu<sup>1</sup>,
+            </span>
+            <span class="author-block">
+              Qi Dai<sup>2</sup>,
+            </span>
+            <span class="author-block">
+              Xiyang Dai<sup>2</sup>,
+            </span>
+            <span class="author-block">
+              Dongdong Chen<sup>2</sup>,
+            </span>
+            <span class="author-block">
+              Chong Luo<sup>2</sup>,
+            </span>
+            <span class="author-block">
+              Lili Qiu<sup>2</sup>
+            </span>
+          </div>
+
+          <div class="is-size-5 publication-authors">
+            <span class="author-block"><sup>1</sup>Tongji University,</span>
+            <span class="author-block"><sup>2</sup>Microsoft Corporation</span>
+          </div>
+<!--          <div class="is-size-5 publication-authors">-->
+<!--            <span class="author-block"></span>-->
+<!--        </div>-->
+          <div class="is-size-5 publication-authors">
+            <span class="author-block"><sup>*</sup>Equal Contribution, work done during internship at Microsoft Research Asia</span>
+        </div>
+        <div class="is-size-5 publication-authors">
+          <span class="author-block"><sup>†</sup>Corresponding to:
+              <a class="pl-2" href="mailto:yifanyang@microsoft.com">yifanyang@microsoft.com</a>
+
+          </span>
+
+      </div>
+          <div class="column has-text-centered">
+            <div class="publication-links">
+              <!-- PDF Link. -->
+              <span class="link-block">
+                <a href=""
+                   class="external-link button is-normal is-rounded is-dark">
+                  <span class="icon">
+                      <i class="fas fa-file-pdf"></i>
+                  </span>
+                  <span>Paper</span>
+                </a>
+              </span>
+              <!-- Code Link. -->
+              <span class="link-block">
+                <a href="https://github.com/microsoft/LLM2CLIP/"
+                   class="external-link button is-normal is-rounded is-dark">
+                  <span class="icon">
+                      <i class="fab fa-github"></i>
+                  </span>
+                  <span>Code</span>
+                  </a>
+              </span>
+              <!-- Huggingface Link. -->
+              <span class="link-block">
+                <a href="https://huggingface.co/collections/microsoft/llm2clip-672323a266173cfa40b32d4c"
+                   class="external-link button is-normal is-rounded is-dark">
+                    <span class="icon">
+                      <!-- <i class="fab fa-huggingface"></i> -->
+                       <img src="static/images/huggingface_logo-noborder.svg" alt="">
+                    </span>
+                  <span>HF</span>
+                  </a>
+            </div>
+
+          </div>
+        </div>
+      </div>
+    </div>
+  </div>
+</section>
+
+<section class="section" style="font-family: sans-serif;">
+  <div class="container is-max-desktop">
+      <!-- Abstract. -->
+      <div class="columns is-centered has-text-centered">
+          <div class="column">
+              <h3 class="title is-3" style="padding: 50px 0 0 0;">Abstract</h3>
+              <div class="content has-text-justified" >
+                  <p style="font-size: 100%">
+                    CLIP is one of the most important multimodal foundational models today, aligning visual and
+                    textual signals into a shared feature space using a simple contrastive learning loss on large-scale
+                    image-text pairs. What powers CLIP’s capabilities? The rich supervision signals provided by
+                    natural language — the carrier of human knowledge — shape a powerful cross-modal represen-
+                    tation space. As a result, CLIP supports a variety of tasks, including zero-shot classification,
+                    detection, segmentation, and cross-modal retrieval, significantly influencing the entire multi-
+                    modal domain. However, with the rapid advancements in large language models (LLMs) like
+                    GPT-4 and LLaMA, the boundaries of language comprehension and generation are continually
+                    being pushed. This raises an intriguing question: can the capabilities of LLMs be harnessed
+                    to further improve multimodal representation learning? The potential benefits of incorporating
+                    LLMs into CLIP are clear. LLMs’ strong textual understanding can fundamentally improve
+                    CLIP’s ability to handle image captions, drastically enhancing its ability to process long and
+                    complex texts — a well-known limitation of vanilla CLIP. Moreover, LLMs are trained on a
+                    vast corpus of text, possessing open-world knowledge. This allows them to expand on cap-
+                    tion information during training, increasing the efficiency of the learning process. However,
+                    realizing this potential is challenging. Despite LLMs’ powerful internal comprehension, their
+                    autoregressive nature hides this capability within the model, leading to output features with
+                    poor discriminability. Our experiments show that directly integrating LLMs into CLIP results
+                    in catastrophic performance drops. In this paper, we propose LLM2CLIP, a novel approach that
+                    embraces the power of LLMs to unlock CLIP’s potential. By fine-tuning the LLM in the caption
+                    space with contrastive learning, we extract its textual capabilities into the output embeddings,
+                    significantly improving the output layer’s textual discriminability. We then design an efficient
+                    training process where the fine-tuned LLM acts as a powerful teacher for CLIP’s visual encoder.
+                    Thanks to the LLM’s presence, we can now incorporate longer and more complex captions
+                    without being restricted by vanilla CLIP text encoder’s context window and ability limitations.
+                    Our experiments demonstrate that this approach brings substantial improvements in cross-modal
+                    tasks. Our method directly boosted the performance of the previously SOTA EVA02 model by
+                    16.5% on both long-text and short-text retrieval tasks, transforming a CLIP model trained solely
+                    on English data into a state-of-the-art cross-lingual model. Moreover, when integrated into mul-
+                    timodal training with models like Llava 1.5, it consistently outperformed CLIP across nearly all
+                    benchmarks, demonstrating comprehensive performance improvements.
+                  </p>
+      </div>
+  </div>
+</section>
+
+<div class="container is-max-desktop">
+  <div class="container is-max-widescreen">
+      <div class="rows">
+          <div class="rows is-centered ">
+              <div class="row is-full-width">
+                <img src="static/images/main.svg" alt="COCO Score">
+                  <span ><b>LLM2CLIP Overview.</b>  After applying caption contrastive fine-tuning to the LLM, the increased textual
+                    discriminability enables more effective CLIP training. We leverage the open-world knowledge and general capa-
+                    bilities of the LLM to better process dense captions, addressing the previous limitations of the pretrained CLIP
+                    visual encoder and providing richer, higher-dimensional textual supervision. Experimental results demonstrate
+                    that LLM2CLIP can make any SOTA CLIP model even more SOTA ever</span>
+              </div>
+          </div>
+      </div>
+  </div>
+</div>
+<div class="container is-max-desktop">
+  <div class="container is-max-widescreen">
+      <div class="rows">
+          <div class="rows is-centered ">
+              <div class="row is-full-width">
+              <div style="text-align: center;">
+                  <img src="static/images/custom_radar_chart_no_outer_grid.svg" alt="radar figure" style="width: 60%;">
+
+              </div>
+              <div style="text-align: center;">
+                <span ><b>LLM2CLIP can make SOTA CLIP even more SOTA ever.</b> </span>
+
+
+            </div>
+              </div>
+          </div>
+      </div>
+  </div>
+</div>
+
+
+
+
+<!--<section class="section">-->
+<!--  <div class="container is-max-desktop">-->
+<!--    <div class="container is-max-widescreen">-->
+<!--      <div class="rows">-->
+<!--          <div class="rows is-centered ">-->
+<!--              <div class="row is-full-width">-->
+<!--                  <h3 class="title is-3"><span class="dvima">Insights</span></h3>-->
+<!--                  <ol>-->
+<!--                      <li><p>Natural language is redundant, amount of information varies.</p></li>-->
+<!--                      <li><p>LLMs can understand compressed prompt.</p></li>-->
+<!--                      <li><p>There is a trade-off between language completeness and compression ratio. <b>(LLMLingua)</b></p></li>-->
+<!--                      <li><p>GPT-4 can recover all the key information from a compressed prompt-emergent ability. <b>(LLMLingua)</b></p></li>-->
+<!--                  </ol>-->
+<!--                  <br/>-->
+<!--                  <p>For more details, please refer to the paper <a href=""><b>LLM2CLIP</b></a>.</p>-->
+<!--              </div>-->
+<!--          </div>-->
+<!--      </div>-->
+<!--      <br>-->
+<!--  </div>-->
+<!--  -->
+<!--      <div class="container is-max-widescreen">-->
+<!--        <div class="rows">-->
+<!--            <div class="rows is-centered ">-->
+<!--                <div class="row is-full-width">-->
+<!--                    <h2 class="title is-3"><span class="dvima">Why <i>LLM2CLIP</i>?</span></h2>-->
+<!--                    <p style="font-size: 100%">-->
+<!--                        -->
+<!--                        LLM2CLIP offers the following advantages:<br/>-->
+<!--                        <ol>-->
+<!--                          <li><b>Improved Long-Text Handling</b>: LLMs enhance CLIP’s ability to process long and complex captions, addressing a known limitation of vanilla CLIP.</li>-->
+<!--                          <li><b>Open-World Knowledge</b>: LLMs, trained on vast text corpora, bring open-world knowledge that can enrich image captions with additional context.</li>-->
+<!--                          <li><b>Increased Learning Efficiency</b>: Leveraging LLMs allows CLIP to learn more effectively from enriched textual information, speeding up the training process.</li>-->
+<!--                      </ol>                      -->
+<!--                    </p>-->
+<!--                </div>-->
+<!--            </div>-->
+<!--        </div>-->
+<!--    </div>-->
+    <div class="container is-max-widescreen">
+      <div class="rows">
+          <div class="rows is-centered ">
+              <div class="row is-full-width">
+                  <h2 class="title is-3"><span class="dvima">What challenges?</span></h2>
+                  <p style="font-size: 100%">
+                    In the cross-modal contrastive learning framework employed by CLIP, the text encoder
+                    functions as a set of knowledge anchors in the shared latent space, guiding the alignment of the vision encoder with
+                    human knowledge of the physical world. The structure, richness, and discriminability of these knowledge anchors
+                    are critical to the visual model’s effectiveness. In contrast, LLMs are primarily designed to predict the next word
+                    rather than generate explicit representations of the knowledge they contain. Their textual comprehension abilities
+                    and open-world knowledge are latent within the model, rather than present in the output embeddings, making them
+                    difficult to utilize in the same explicit manner as CLIP’s text encoder. As a result, using LLMs as a text encoder
+                    may not produce linearly separable features, which are crucial for effective feature alignment
+                    <br>
+                    <br>
+                    To validate our hypothesis, we designed a caption-to-caption retrieval experiment, as shown in Table 1 and Fig-
+ure 2. Each image in the MS-COCO dataset has five human-annotated captions. We selected the first two captions
+as positive samples and performed retrieval across the entire validation set. Using the caption retrieval accuracy
+(CRA), we evaluated the text model’s ability to differentiate between captions, helping us determine which lan-
+guage model is better suited for CLIP. We found that Llama-3 8B achieved only 18.4% top-1 accuracy, while
+the standard CLIP-ViT-L reached 66.0% top-1 accuracy. As illustrated in Figure 2, the top-1 caption retrieved
+by original Llama-3 can be entirely unrelated to the query caption, clearly obstructing effective CLIP learning.
+Therefore, directly using an LLM to guide CLIP’s visual encoder training is highly constrained.                     
+                  </p>
+                  <div style="display: flex; align-items: center; justify-content: space-between;">
+                    <div style="width: 30%;">
+                        <table border="1" cellspacing="0" cellpadding="5" style="width: 100%; text-align: center;">
+                            <caption><b>Comparison of top-1 Caption Retrieval Accuracy (CRA) for various language models in MS COCO validation set.</b></caption>
+                            <thead>
+                                <tr>
+                                    <th><b>Language Model</b></th>
+                                    <th><b>CRA</b></th>
+                                </tr>
+                            </thead>
+                            <tbody>
+                                <tr>
+                                    <td>CLIP-L/14</td>
+                                    <td>66.6</td>
+                                </tr>
+                                <tr>
+                                    <td>EVA02-L/14</td>
+                                    <td>69.8</td>
+                                </tr>
+                                <tr style="background-color: #f8d7da;">
+                                    <td style="color: red;">Llama3-8B</td>
+                                    <td style="color: red;">18.4</td>
+                                </tr>
+                                <tr style="background-color: #f8d7da;">
+                                    <td style="color: red;">Llama3.2-1B</td>
+                                    <td style="color: red;">18.3</td>
+                                </tr>
+                                <tr>
+                                    <td>Llama3-8B-CC</td>
+                                    <td><b>73.0</b></td>
+                                </tr>
+                                <tr>
+                                    <td>Llama3.2-1B-CC</td>
+                                    <td>72.8</td>
+                                </tr>
+                            </tbody>
+                        </table>
+                    </div>
+                    <div style="width: 65%; text-align: center;">
+                        <img src="static/images/coco_score.svg" alt="COCO Score">
+                    </div>
+                </div>
+                
+              </div>
+          </div>
+      </div>
+  </div>
+
+    <div class="container is-max-widescreen">
+      <div class="rows">
+          <div class="rows is-centered ">
+              <div class="row is-full-width">
+                  <h2 class="title is-3"><span class="dvima">LLM2CLIP can make SOTA CLIP even more SOTA ever. </span></h2>
+                  <div class="content has-text-justified">
+                    <table border="1" cellspacing="0" cellpadding="5" style="width: 100%; text-align: center;">
+                      <caption>Comparison of various text encoders. With only a few epochs of training alongside the LLM, we can significantly enhance the performance of existing pretrained SOTA CLIP models. We freeze the gradients of the LLM and only use it for feature extraction, making the training process very low-cost.</caption>
+                      <thead>
+                          <tr>
+                              <th rowspan="2">Methods</th>
+                              <th colspan="2">Flickr30k</th>
+                              <th colspan="2">COCO</th>
+                              <th colspan="2">ShareGPT4v</th>
+                              <th colspan="2">Urban-1k</th>
+                              <th colspan="2">DOCCI</th>
+                              <th rowspan="2">Average</th>
+                              <th rowspan="2">CRA</th>
+                          </tr>
+                          <tr>
+                              <th>I2T</th>
+                              <th>T2I</th>
+                              <th>I2T</th>
+                              <th>T2I</th>
+                              <th>I2T</th>
+                              <th>T2I</th>
+                              <th>I2T</th>
+                              <th>T2I</th>
+                              <th>I2T</th>
+                              <th>T2I</th>
+                          </tr>
+                      </thead>
+                      <tbody>
+                          <tr>
+                              <td><strong>EVA02 Vit-L/14</strong></td>
+                              <td>89.8</td>
+                              <td>73.3</td>
+                              <td>63.8</td>
+                              <td>63.8</td>
+                              <td>89.3</td>
+                              <td>91.9</td>
+                              <td>68.5</td>
+                              <td>73.3</td>
+                              <td>75.0</td>
+                              <td>73.4</td>
+                              <td>76.2</td>
+                              <td>69.8</td>
+                          </tr>
+                          <tr>
+                              <td>&#8195;<strong>+ Jina Bert</strong></td>
+                              <td>87.9</td>
+                              <td>77.9</td>
+                              <td>60.9</td>
+                              <td>50.3</td>
+                              <td>95.3</td>
+                              <td>95.1</td>
+                              <td>79.4</td>
+                              <td>83.8</td>
+                              <td>73.8</td>
+                              <td>77.9</td>
+                              <td>78.2</td>
+                              <td><strong>74.2</strong></td>
+                          </tr>
+                          <tr>
+                              <td>&#8195;<strong>+ Llama3-8B</strong></td>
+                              <td>87.1</td>
+                              <td>75.3</td>
+                              <td>56.4</td>
+                              <td>41.6</td>
+                              <td>89.3</td>
+                              <td>91.4</td>
+                              <td>58.6</td>
+                              <td>60.9</td>
+                              <td>51.7</td>
+                              <td>50.6</td>
+                              <td>66.3</td>
+                              <td>18.4</td>
+                          </tr>
+                          <tr>
+                              <td>&#8195;<strong>+ Llama3-8B-TC</strong></td>
+                              <td>92.7</td>
+                              <td>82.1</td>
+                              <td>68.1</td>
+                              <td>54.6</td>
+                              <td>97.7</td>
+                              <td>98.2</td>
+                              <td>88.9</td>
+                              <td>93.8</td>
+                              <td>85.0</td>
+                              <td>87.8</td>
+                              <td>84.8</td>
+                              <td>71.3</td>
+                          </tr>
+                          <tr>
+                              <td>&#8195;<strong>+ Llama3-8B-CC</strong></td>
+                              <td>92.0</td>
+                              <td>82.8</td>
+                              <td><strong>68.5</strong></td>
+                              <td><strong>54.8</strong></td>
+                              <td><strong>98.6</strong></td>
+                              <td><strong>99.0</strong></td>
+                              <td>88.1</td>
+                              <td>94.0</td>
+                              <td><strong>88.2</strong></td>
+                              <td><strong>90.4</strong></td>
+                              <td>85.6</td>
+                              <td>73.0</td>
+                          </tr>
+                          <tr>
+                              <td>&#8195;<strong>+ Llama3.2-1B-CC</strong></td>
+                              <td>91.6</td>
+                              <td>81.3</td>
+                              <td>65.8</td>
+                              <td>52.5</td>
+                              <td>98.3</td>
+                              <td>98.2</td>
+                              <td>84.5</td>
+                              <td>91.9</td>
+                              <td>83.4</td>
+                              <td>86.4</td>
+                              <td>83.4</td>
+                              <td>72.8</td>
+                          </tr>
+                          <tr>
+                              <td>&#8195;<strong>+ Mistral-Nemo-12B-CC</strong></td>
+                              <td><strong>93.5</strong></td>
+                              <td><strong>83.7</strong></td>
+                              <td><strong>68.5</strong></td>
+                              <td>54.7</td>
+                              <td><strong>98.6</strong></td>
+                              <td>98.9</td>
+                              <td><strong>90.4</strong></td>
+                              <td><strong>94.3</strong></td>
+                              <td>88.0</td>
+                              <td>89.7</td>
+                              <td><strong>86.0</strong></td>
+                              <td>73.3</td>
+                          </tr>
+                      </tbody>
+                  </table>
+                  
+                  </div>
+              </div>
+              <div class="row is-full-width">
+                <h2 class="title is-3"><span class="dvima">LLM2CLIP enables CLIP's cross-language retrieval performance </span></h2>
+                <!-- <p style="font-size: 100%">
+                    We tested LLMLingua in various scenarios, including reasoning, in-context learning (ICL), summarization, and dialogue. The results in the GSM8K and Big-bench Hard Benchmark are listed below. Notably, within the GSM8K, LLMLingua was able to retain the reasoning capabilities of LLMs at a 20x compression ratio, with only a 1.5% loss in performance. For more detailed experimental results, please refer to the paper.<br/>
+                </p> -->
+                <div class="content has-text-justified">
+                  <table border="1" cellspacing="0" cellpadding="5" style="width: 100%;  text-align: center; ">
+                    <colgroup>
+                      <col style="width: 10em;"> <!-- 第一列宽度为 15 倍字体大小 -->
+                  </colgroup>
+                    <caption>Retrieval Performance across Flickr30K-CN and COCO-CN. Even with alignment done solely on English data, our network enables Chinese cross-modal retrieval to go from unusable to SOTA, surpassing models like Wukong that are trained on Chinese datasets.
+                    </caption>
+                    <thead style="font-size:14px;">
+                        <tr>
+                            <th rowspan="2">Methods</th>
+                            <th colspan="6">Flickr-CN</th>
+                            <th colspan="6">COCO-CN</th>
+                        </tr>
+                        <tr>
+                            <th>I2T@1</th>
+                            <th>I2T@5</th>
+                            <th>I2T@10</th>
+                            <th>T2I@1</th>
+                            <th>T2I@5</th>
+                            <th>T2I@10</th>
+                            <th>I2T@1</th>
+                            <th>I2T@5</th>
+                            <th>I2T@10</th>
+                            <th>T2I@1</th>
+                            <th>T2I@5</th>
+                            <th>T2I@10</th>
+                        </tr>
+                    </thead>
+                    <tbody style="font-size:14px;">
+                        <tr>
+                            <td><strong>ViT-L/14-336</strong></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                            <td></td>
+                        </tr>
+                        <tr>
+                            <td>Wukong</td>
+                            <td>76.1</td>
+                            <td>94.8</td>
+                            <td>97.5</td>
+                            <td>51.7</td>
+                            <td>78.9</td>
+                            <td>86.3</td>
+                            <td>53.4</td>
+                            <td>80.2</td>
+                            <td>90.1</td>
+                            <td>55.2</td>
+                            <td>81.0</td>
+                            <td>90.6</td>
+                        </tr>
+                        <tr>
+                            <td>CN-CLIP</td>
+                            <td>80.2</td>
+                            <td>96.6</td>
+                            <td>98.2</td>
+                            <td>68.0</td>
+                            <td>90.7</td>
+                            <td>95.4</td>
+                            <td>63.4</td>
+                            <td>84.2</td>
+                            <td>92.9</td>
+                            <td>64.0</td>
+                            <td>89.2</td>
+                            <td>94.4</td>
+                        </tr>
+                        <tr>
+                            <td>JinaCLIP</td>
+                            <td>3.30</td>
+                            <td>9.90</td>
+                            <td>15.1</td>
+                            <td>0.7</td>
+                            <td>3.5</td>
+                            <td>6.0</td>
+                            <td>2.9</td>
+                            <td>8.9</td>
+                            <td>13.7</td>
+                            <td>1.0</td>
+                            <td>4.9</td>
+                            <td>8.2</td>
+                        </tr>
+                        <tr>
+                            <td>EVA02</td>
+                            <td>4.40</td>
+                            <td>11.8</td>
+                            <td>16.7</td>
+                            <td>0.94</td>
+                            <td>2.9</td>
+                            <td>4.8</td>
+                            <td>2.7</td>
+                            <td>9.8</td>
+                            <td>15.2</td>
+                            <td>1.0</td>
+                            <td>3.7</td>
+                            <td>7.3</td>
+                        </tr>
+                        <tr >
+                            <td>&#8195;<strong>+ ourmethod</strong></td>
+                            <td><strong>86.9</strong></td>
+                            <td><strong>98.1</strong></td>
+                            <td><strong>99.3</strong></td>
+                            <td><strong>75.1</strong></td>
+                            <td><strong>92.9</strong></td>
+                            <td><strong>96.0</strong></td>
+                            <td><strong>69.1</strong></td>
+                            <td><strong>92.5</strong></td>
+                            <td><strong>97.2</strong></td>
+                            <td><strong>70.0</strong></td>
+                            <td><strong>92.6</strong></td>
+                            <td><strong>96.7</strong></td>
+                        </tr>
+                    </tbody>
+                </table>
+                
+                </div>
+            </div>
+            <div class="row is-full-width">
+              <h2 class="title is-3"><span class="dvima">LLM2CLIP can make models like Llava more powerful and comprehensive in performance:
+              </span></h2>
+              <!-- <p style="font-size: 100%">
+                  We tested LLMLingua in various scenarios, including reasoning, in-context learning (ICL), summarization, and dialogue. The results in the GSM8K and Big-bench Hard Benchmark are listed below. Notably, within the GSM8K, LLMLingua was able to retain the reasoning capabilities of LLMs at a 20x compression ratio, with only a 1.5% loss in performance. For more detailed experimental results, please refer to the paper.<br/>
+              </p> -->
+              <div class="content has-text-justified">
+                  <table border="1" cellspacing="0" cellpadding="5" style="width: 100%; text-align: center; ">
+                    <colgroup>
+                      <col style="width: 10em;"> <!-- 第一列宽度为 15 倍字体大小 -->
+                  </colgroup>
+                    <caption>Performance of Llava 1.5. We explored whether LLM2CLIP could enhance complex image understanding tasks by modifying Llava's visual encoder. LLM2CLIP improve Llava in 87.5% benchmarks. </caption>
+                    <thead style="font-size:10px;">
+                        <tr>
+                            <th rowspan="2"><strong>MODEL</strong></th>
+                            <th colspan="5"><strong>VQA Datasets</strong></th>
+                            <th colspan="3"><strong>Pope Metrics</strong></th>
+                            <th colspan="5"><strong>MM Benchmarks</strong></th>
+                            <th colspan="3"><strong>Seed Benchmarks</strong></th>
+                        </tr>
+                        <tr>
+                            <th><strong>VQAv2</strong></th>
+                            <th><strong>GQA</strong></th>
+                            <th><strong>VizWiz</strong></th>
+                            <th><strong>SQA-IMG</strong></th>
+                            <th><strong>TextVQA</strong></th>
+                            <th><strong>Random</strong></th>
+                            <th><strong>Adv.</strong></th>
+                            <th><strong>Popular</strong></th>
+                            <th><strong>MME</strong></th>
+                            <th><strong>MMBench</strong></th>
+                            <th><strong>MMBench-CN</strong></th>
+                            <th><strong>LlavaBench</strong></th>
+                            <th><strong>MMVet</strong></th>
+                            <th><strong>All</strong></th>
+                            <th><strong>IMG</strong></th>
+                            <th><strong>Video</strong></th>
+                        </tr>
+                    </thead>
+                    <tbody style="font-size:10px;">
+                        <tr style="color: gray;">
+                            <td><strong>Llava (Paper)</strong></td>
+                            <td>78.5</td>
+                            <td>62.0</td>
+                            <td>50.0</td>
+                            <td>66.8</td>
+                            <td>58.2</td>
+                            <td>87.3</td>
+                            <td>86.1</td>
+                            <td>84.2</td>
+                            <td>1510.7</td>
+                            <td>64.3</td>
+                            <td>58.3</td>
+                            <td>65.4</td>
+                            <td>31.1</td>
+                            <td>58.6</td>
+                            <td>66.1</td>
+                            <td>37.3</td>
+                        </tr>
+                        <tr>
+                            <td><strong>Llava (Rep.)</strong></td>
+                            <td>79.04</td>
+                            <td>62.86</td>
+                            <td>50.57</td>
+                            <td>67.97</td>
+                            <td>57.48</td>
+                            <td>87.7</td>
+                            <td><strong>84.85</strong></td>
+                            <td>86.3</td>
+                            <td>1476.69</td>
+                            <td>66.66</td>
+                            <td>60.39</td>
+                            <td>58.0</td>
+                            <td>34.3</td>
+                            <td>59.86</td>
+                            <td>66.95</td>
+                            <td><strong>39.71</strong></td>
+                        </tr>
+                        <tr style="background-color: #E8F4FF;">
+                            <td>&#8195;<strong>+ ourmethod</strong></td>
+                            <td><strong>79.80</strong></td>
+                            <td><strong>63.15</strong></td>
+                            <td><strong>52.37</strong></td>
+                            <td><strong>69.92</strong></td>
+                            <td><strong>58.35</strong></td>
+                            <td><strong>88.55</strong></td>
+                            <td>82.76</td>
+                            <td><strong>87.75</strong></td>
+                            <td><strong>1505.82</strong></td>
+                            <td><strong>68.29</strong></td>
+                            <td><strong>60.40</strong></td>
+                            <td><strong>62.7</strong></td>
+                            <td><strong>34.8</strong></td>
+                            <td><strong>60.96</strong></td>
+                            <td><strong>68.80</strong></td>
+                            <td>38.96</td>
+                        </tr>
+                    </tbody>
+                </table>
+                
+              
+              </div>
+          </div>
+          </div>
+      </div>
+  </div>
+
+
+     
+    <!--/ Animation. -->
+
+
+   
+
+  </div>
+</section>
+
+
+<section class="section" id="BibTeX">
+  <div class="container is-max-desktop content">
+    <h2 class="title">BibTeX</h2>
+    <pre><code></code></pre>
+  </div>
+</section>
+
+
+<footer class="footer">
+  <div class="container">
+      <div class="columns is-centered">
+          <div class="column">
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+                  <p>
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+                      Website template borrowed from <a
+                          href="https://github.com/nerfies/nerfies.github.io">NeRFies</a>,
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LLM2CLIP/docs/_site/jekyll/update/2024/11/08/welcome-to-jekyll.html

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LLM2CLIP/docs/_site/static/css/bulma-carousel.min.css

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LLM2CLIP/docs/_site/static/css/bulma-slider.min.css

@@ -0,0 +1 @@
+@-webkit-keyframes spinAround{from{-webkit-transform:rotate(0);transform:rotate(0)}to{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}@keyframes spinAround{from{-webkit-transform:rotate(0);transform:rotate(0)}to{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}input[type=range].slider{-webkit-appearance:none;-moz-appearance:none;appearance:none;margin:1rem 0;background:0 0;touch-action:none}input[type=range].slider.is-fullwidth{display:block;width:100%}input[type=range].slider:focus{outline:0}input[type=range].slider:not([orient=vertical])::-webkit-slider-runnable-track{width:100%}input[type=range].slider:not([orient=vertical])::-moz-range-track{width:100%}input[type=range].slider:not([orient=vertical])::-ms-track{width:100%}input[type=range].slider:not([orient=vertical]).has-output+output,input[type=range].slider:not([orient=vertical]).has-output-tooltip+output{width:3rem;background:#4a4a4a;border-radius:4px;padding:.4rem .8rem;font-size:.75rem;line-height:.75rem;text-align:center;text-overflow:ellipsis;white-space:nowrap;color:#fff;overflow:hidden;pointer-events:none;z-index:200}input[type=range].slider:not([orient=vertical]).has-output-tooltip:disabled+output,input[type=range].slider:not([orient=vertical]).has-output:disabled+output{opacity:.5}input[type=range].slider:not([orient=vertical]).has-output{display:inline-block;vertical-align:middle;width:calc(100% - (4.2rem))}input[type=range].slider:not([orient=vertical]).has-output+output{display:inline-block;margin-left:.75rem;vertical-align:middle}input[type=range].slider:not([orient=vertical]).has-output-tooltip{display:block}input[type=range].slider:not([orient=vertical]).has-output-tooltip+output{position:absolute;left:0;top:-.1rem}input[type=range].slider[orient=vertical]{-webkit-appearance:slider-vertical;-moz-appearance:slider-vertical;appearance:slider-vertical;-webkit-writing-mode:bt-lr;-ms-writing-mode:bt-lr;writing-mode:bt-lr}input[type=range].slider[orient=vertical]::-webkit-slider-runnable-track{height:100%}input[type=range].slider[orient=vertical]::-moz-range-track{height:100%}input[type=range].slider[orient=vertical]::-ms-track{height:100%}input[type=range].slider::-webkit-slider-runnable-track{cursor:pointer;animate:.2s;box-shadow:0 0 0 #7a7a7a;background:#dbdbdb;border-radius:4px;border:0 solid #7a7a7a}input[type=range].slider::-moz-range-track{cursor:pointer;animate:.2s;box-shadow:0 0 0 #7a7a7a;background:#dbdbdb;border-radius:4px;border:0 solid #7a7a7a}input[type=range].slider::-ms-track{cursor:pointer;animate:.2s;box-shadow:0 0 0 #7a7a7a;background:#dbdbdb;border-radius:4px;border:0 solid #7a7a7a}input[type=range].slider::-ms-fill-lower{background:#dbdbdb;border-radius:4px}input[type=range].slider::-ms-fill-upper{background:#dbdbdb;border-radius:4px}input[type=range].slider::-webkit-slider-thumb{box-shadow:none;border:1px solid #b5b5b5;border-radius:4px;background:#fff;cursor:pointer}input[type=range].slider::-moz-range-thumb{box-shadow:none;border:1px solid #b5b5b5;border-radius:4px;background:#fff;cursor:pointer}input[type=range].slider::-ms-thumb{box-shadow:none;border:1px solid #b5b5b5;border-radius:4px;background:#fff;cursor:pointer}input[type=range].slider::-webkit-slider-thumb{-webkit-appearance:none;appearance:none}input[type=range].slider.is-circle::-webkit-slider-thumb{border-radius:290486px}input[type=range].slider.is-circle::-moz-range-thumb{border-radius:290486px}input[type=range].slider.is-circle::-ms-thumb{border-radius:290486px}input[type=range].slider:active::-webkit-slider-thumb{-webkit-transform:scale(1.25);transform:scale(1.25)}input[type=range].slider:active::-moz-range-thumb{transform:scale(1.25)}input[type=range].slider:active::-ms-thumb{transform:scale(1.25)}input[type=range].slider:disabled{opacity:.5;cursor:not-allowed}input[type=range].slider:disabled::-webkit-slider-thumb{cursor:not-allowed;-webkit-transform:scale(1);transform:scale(1)}input[type=range].slider:disabled::-moz-range-thumb{cursor:not-allowed;transform:scale(1)}input[type=range].slider:disabled::-ms-thumb{cursor:not-allowed;transform:scale(1)}input[type=range].slider:not([orient=vertical]){min-height:calc((1rem + 2px) * 1.25)}input[type=range].slider:not([orient=vertical])::-webkit-slider-runnable-track{height:.5rem}input[type=range].slider:not([orient=vertical])::-moz-range-track{height:.5rem}input[type=range].slider:not([orient=vertical])::-ms-track{height:.5rem}input[type=range].slider[orient=vertical]::-webkit-slider-runnable-track{width:.5rem}input[type=range].slider[orient=vertical]::-moz-range-track{width:.5rem}input[type=range].slider[orient=vertical]::-ms-track{width:.5rem}input[type=range].slider::-webkit-slider-thumb{height:1rem;width:1rem}input[type=range].slider::-moz-range-thumb{height:1rem;width:1rem}input[type=range].slider::-ms-thumb{height:1rem;width:1rem}input[type=range].slider::-ms-thumb{margin-top:0}input[type=range].slider::-webkit-slider-thumb{margin-top:-.25rem}input[type=range].slider[orient=vertical]::-webkit-slider-thumb{margin-top:auto;margin-left:-.25rem}input[type=range].slider.is-small:not([orient=vertical]){min-height:calc((.75rem + 2px) * 1.25)}input[type=range].slider.is-small:not([orient=vertical])::-webkit-slider-runnable-track{height:.375rem}input[type=range].slider.is-small:not([orient=vertical])::-moz-range-track{height:.375rem}input[type=range].slider.is-small:not([orient=vertical])::-ms-track{height:.375rem}input[type=range].slider.is-small[orient=vertical]::-webkit-slider-runnable-track{width:.375rem}input[type=range].slider.is-small[orient=vertical]::-moz-range-track{width:.375rem}input[type=range].slider.is-small[orient=vertical]::-ms-track{width:.375rem}input[type=range].slider.is-small::-webkit-slider-thumb{height:.75rem;width:.75rem}input[type=range].slider.is-small::-moz-range-thumb{height:.75rem;width:.75rem}input[type=range].slider.is-small::-ms-thumb{height:.75rem;width:.75rem}input[type=range].slider.is-small::-ms-thumb{margin-top:0}input[type=range].slider.is-small::-webkit-slider-thumb{margin-top:-.1875rem}input[type=range].slider.is-small[orient=vertical]::-webkit-slider-thumb{margin-top:auto;margin-left:-.1875rem}input[type=range].slider.is-medium:not([orient=vertical]){min-height:calc((1.25rem 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LLM2CLIP/docs/_site/static/css/bulma.css.map.txt

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LLM2CLIP/docs/_site/static/css/fontawesome.all.min.css

@@ -0,0 +1,5 @@
+/*!
+ * Font Awesome Free 5.15.1 by @fontawesome - https://fontawesome.com
+ * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)
+ */
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+/******/
+/******/ 		// Execute the module function
+/******/ 		modules[moduleId].call(module.exports, module, module.exports, __webpack_require__);
+/******/
+/******/ 		// Flag the module as loaded
+/******/ 		module.l = true;
+/******/
+/******/ 		// Return the exports of the module
+/******/ 		return module.exports;
+/******/ 	}
+/******/
+/******/
+/******/ 	// expose the modules object (__webpack_modules__)
+/******/ 	__webpack_require__.m = modules;
+/******/
+/******/ 	// expose the module cache
+/******/ 	__webpack_require__.c = installedModules;
+/******/
+/******/ 	// define getter function for harmony exports
+/******/ 	__webpack_require__.d = function(exports, name, getter) {
+/******/ 		if(!__webpack_require__.o(exports, name)) {
+/******/ 			Object.defineProperty(exports, name, {
+/******/ 				configurable: false,
+/******/ 				enumerable: true,
+/******/ 				get: getter
+/******/ 			});
+/******/ 		}
+/******/ 	};
+/******/
+/******/ 	// getDefaultExport function for compatibility with non-harmony modules
+/******/ 	__webpack_require__.n = function(module) {
+/******/ 		var getter = module && module.__esModule ?
+/******/ 			function getDefault() { return module['default']; } :
+/******/ 			function getModuleExports() { return module; };
+/******/ 		__webpack_require__.d(getter, 'a', getter);
+/******/ 		return getter;
+/******/ 	};
+/******/
+/******/ 	// Object.prototype.hasOwnProperty.call
+/******/ 	__webpack_require__.o = function(object, property) { return Object.prototype.hasOwnProperty.call(object, property); };
+/******/
+/******/ 	// __webpack_public_path__
+/******/ 	__webpack_require__.p = "";
+/******/
+/******/ 	// Load entry module and return exports
+/******/ 	return __webpack_require__(__webpack_require__.s = 5);
+/******/ })
+/************************************************************************/
+/******/ ([
+/* 0 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* unused harmony export addClasses */
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "d", function() { return removeClasses; });
+/* unused harmony export show */
+/* unused harmony export hide */
+/* unused harmony export offset */
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "e", function() { return width; });
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "b", function() { return height; });
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "c", function() { return outerHeight; });
+/* unused harmony export outerWidth */
+/* unused harmony export position */
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "a", function() { return css; });
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__type__ = __webpack_require__(2);
+
+
+var addClasses = function addClasses(element, classes) {
+	classes = Array.isArray(classes) ? classes : classes.split(' ');
+	classes.forEach(function (cls) {
+		element.classList.add(cls);
+	});
+};
+
+var removeClasses = function removeClasses(element, classes) {
+	classes = Array.isArray(classes) ? classes : classes.split(' ');
+	classes.forEach(function (cls) {
+		element.classList.remove(cls);
+	});
+};
+
+var show = function show(elements) {
+	elements = Array.isArray(elements) ? elements : [elements];
+	elements.forEach(function (element) {
+		element.style.display = '';
+	});
+};
+
+var hide = function hide(elements) {
+	elements = Array.isArray(elements) ? elements : [elements];
+	elements.forEach(function (element) {
+		element.style.display = 'none';
+	});
+};
+
+var offset = function offset(element) {
+	var rect = element.getBoundingClientRect();
+	return {
+		top: rect.top + document.body.scrollTop,
+		left: rect.left + document.body.scrollLeft
+	};
+};
+
+// returns an element's width
+var width = function width(element) {
+	return element.getBoundingClientRect().width || element.offsetWidth;
+};
+// returns an element's height
+var height = function height(element) {
+	return element.getBoundingClientRect().height || element.offsetHeight;
+};
+
+var outerHeight = function outerHeight(element) {
+	var withMargin = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : false;
+
+	var height = element.offsetHeight;
+	if (withMargin) {
+		var style = window.getComputedStyle(element);
+		height += parseInt(style.marginTop) + parseInt(style.marginBottom);
+	}
+	return height;
+};
+
+var outerWidth = function outerWidth(element) {
+	var withMargin = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : false;
+
+	var width = element.offsetWidth;
+	if (withMargin) {
+		var style = window.getComputedStyle(element);
+		width += parseInt(style.marginLeft) + parseInt(style.marginRight);
+	}
+	return width;
+};
+
+var position = function position(element) {
+	return {
+		left: element.offsetLeft,
+		top: element.offsetTop
+	};
+};
+
+var css = function css(element, obj) {
+	if (!obj) {
+		return window.getComputedStyle(element);
+	}
+	if (Object(__WEBPACK_IMPORTED_MODULE_0__type__["b" /* isObject */])(obj)) {
+		var style = '';
+		Object.keys(obj).forEach(function (key) {
+			style += key + ': ' + obj[key] + ';';
+		});
+
+		element.style.cssText += style;
+	}
+};
+
+/***/ }),
+/* 1 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony export (immutable) */ __webpack_exports__["a"] = detectSupportsPassive;
+function detectSupportsPassive() {
+	var supportsPassive = false;
+
+	try {
+		var opts = Object.defineProperty({}, 'passive', {
+			get: function get() {
+				supportsPassive = true;
+			}
+		});
+
+		window.addEventListener('testPassive', null, opts);
+		window.removeEventListener('testPassive', null, opts);
+	} catch (e) {}
+
+	return supportsPassive;
+}
+
+/***/ }),
+/* 2 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "a", function() { return isFunction; });
+/* unused harmony export isNumber */
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "c", function() { return isString; });
+/* unused harmony export isDate */
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "b", function() { return isObject; });
+/* unused harmony export isEmptyObject */
+/* unused harmony export isNode */
+/* unused harmony export isVideo */
+/* unused harmony export isHTML5 */
+/* unused harmony export isIFrame */
+/* unused harmony export isYoutube */
+/* unused harmony export isVimeo */
+var _typeof = typeof Symbol === "function" && typeof Symbol.iterator === "symbol" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === "function" && obj.constructor === Symbol && obj !== Symbol.prototype ? "symbol" : typeof obj; };
+
+var isFunction = function isFunction(unknown) {
+	return typeof unknown === 'function';
+};
+var isNumber = function isNumber(unknown) {
+	return typeof unknown === "number";
+};
+var isString = function isString(unknown) {
+	return typeof unknown === 'string' || !!unknown && (typeof unknown === 'undefined' ? 'undefined' : _typeof(unknown)) === 'object' && Object.prototype.toString.call(unknown) === '[object String]';
+};
+var isDate = function isDate(unknown) {
+	return (Object.prototype.toString.call(unknown) === '[object Date]' || unknown instanceof Date) && !isNaN(unknown.valueOf());
+};
+var isObject = function isObject(unknown) {
+	return (typeof unknown === 'function' || (typeof unknown === 'undefined' ? 'undefined' : _typeof(unknown)) === 'object' && !!unknown) && !Array.isArray(unknown);
+};
+var isEmptyObject = function isEmptyObject(unknown) {
+	for (var name in unknown) {
+		if (unknown.hasOwnProperty(name)) {
+			return false;
+		}
+	}
+	return true;
+};
+
+var isNode = function isNode(unknown) {
+	return !!(unknown && unknown.nodeType === HTMLElement | SVGElement);
+};
+var isVideo = function isVideo(unknown) {
+	return isYoutube(unknown) || isVimeo(unknown) || isHTML5(unknown);
+};
+var isHTML5 = function isHTML5(unknown) {
+	return isNode(unknown) && unknown.tagName === 'VIDEO';
+};
+var isIFrame = function isIFrame(unknown) {
+	return isNode(unknown) && unknown.tagName === 'IFRAME';
+};
+var isYoutube = function isYoutube(unknown) {
+	return isIFrame(unknown) && !!unknown.src.match(/\/\/.*?youtube(-nocookie)?\.[a-z]+\/(watch\?v=[^&\s]+|embed)|youtu\.be\/.*/);
+};
+var isVimeo = function isVimeo(unknown) {
+	return isIFrame(unknown) && !!unknown.src.match(/vimeo\.com\/video\/.*/);
+};
+
+/***/ }),
+/* 3 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _toConsumableArray(arr) { if (Array.isArray(arr)) { for (var i = 0, arr2 = Array(arr.length); i < arr.length; i++) { arr2[i] = arr[i]; } return arr2; } else { return Array.from(arr); } }
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+var EventEmitter = function () {
+  function EventEmitter() {
+    var events = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : [];
+
+    _classCallCheck(this, EventEmitter);
+
+    this.events = new Map(events);
+  }
+
+  _createClass(EventEmitter, [{
+    key: "on",
+    value: function on(name, cb) {
+      var _this = this;
+
+      this.events.set(name, [].concat(_toConsumableArray(this.events.has(name) ? this.events.get(name) : []), [cb]));
+
+      return function () {
+        return _this.events.set(name, _this.events.get(name).filter(function (fn) {
+          return fn !== cb;
+        }));
+      };
+    }
+  }, {
+    key: "emit",
+    value: function emit(name) {
+      for (var _len = arguments.length, args = Array(_len > 1 ? _len - 1 : 0), _key = 1; _key < _len; _key++) {
+        args[_key - 1] = arguments[_key];
+      }
+
+      return this.events.has(name) && this.events.get(name).map(function (fn) {
+        return fn.apply(undefined, args);
+      });
+    }
+  }]);
+
+  return EventEmitter;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (EventEmitter);
+
+/***/ }),
+/* 4 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+var Coordinate = function () {
+	function Coordinate() {
+		var x = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 0;
+		var y = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : 0;
+
+		_classCallCheck(this, Coordinate);
+
+		this._x = x;
+		this._y = y;
+	}
+
+	_createClass(Coordinate, [{
+		key: 'add',
+		value: function add(coord) {
+			return new Coordinate(this._x + coord._x, this._y + coord._y);
+		}
+	}, {
+		key: 'sub',
+		value: function sub(coord) {
+			return new Coordinate(this._x - coord._x, this._y - coord._y);
+		}
+	}, {
+		key: 'distance',
+		value: function distance(coord) {
+			var deltaX = this._x - coord._x;
+			var deltaY = this._y - coord._y;
+
+			return Math.sqrt(Math.pow(deltaX, 2) + Math.pow(deltaY, 2));
+		}
+	}, {
+		key: 'max',
+		value: function max(coord) {
+			var x = Math.max(this._x, coord._x);
+			var y = Math.max(this._y, coord._y);
+
+			return new Coordinate(x, y);
+		}
+	}, {
+		key: 'equals',
+		value: function equals(coord) {
+			if (this == coord) {
+				return true;
+			}
+			if (!coord || coord == null) {
+				return false;
+			}
+			return this._x == coord._x && this._y == coord._y;
+		}
+	}, {
+		key: 'inside',
+		value: function inside(northwest, southeast) {
+			if (this._x >= northwest._x && this._x <= southeast._x && this._y >= northwest._y && this._y <= southeast._y) {
+
+				return true;
+			}
+			return false;
+		}
+	}, {
+		key: 'constrain',
+		value: function constrain(min, max) {
+			if (min._x > max._x || min._y > max._y) {
+				return this;
+			}
+
+			var x = this._x,
+			    y = this._y;
+
+			if (min._x !== null) {
+				x = Math.max(x, min._x);
+			}
+			if (max._x !== null) {
+				x = Math.min(x, max._x);
+			}
+			if (min._y !== null) {
+				y = Math.max(y, min._y);
+			}
+			if (max._y !== null) {
+				y = Math.min(y, max._y);
+			}
+
+			return new Coordinate(x, y);
+		}
+	}, {
+		key: 'reposition',
+		value: function reposition(element) {
+			element.style['top'] = this._y + 'px';
+			element.style['left'] = this._x + 'px';
+		}
+	}, {
+		key: 'toString',
+		value: function toString() {
+			return '(' + this._x + ',' + this._y + ')';
+		}
+	}, {
+		key: 'x',
+		get: function get() {
+			return this._x;
+		},
+		set: function set() {
+			var value = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 0;
+
+			this._x = value;
+			return this;
+		}
+	}, {
+		key: 'y',
+		get: function get() {
+			return this._y;
+		},
+		set: function set() {
+			var value = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 0;
+
+			this._y = value;
+			return this;
+		}
+	}]);
+
+	return Coordinate;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Coordinate);
+
+/***/ }),
+/* 5 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+Object.defineProperty(__webpack_exports__, "__esModule", { value: true });
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__utils_index__ = __webpack_require__(6);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_1__utils_css__ = __webpack_require__(0);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_2__utils_type__ = __webpack_require__(2);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_3__utils_eventEmitter__ = __webpack_require__(3);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_4__components_autoplay__ = __webpack_require__(7);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_5__components_breakpoint__ = __webpack_require__(9);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_6__components_infinite__ = __webpack_require__(10);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_7__components_loop__ = __webpack_require__(11);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_8__components_navigation__ = __webpack_require__(13);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_9__components_pagination__ = __webpack_require__(15);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_10__components_swipe__ = __webpack_require__(18);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_11__components_transitioner__ = __webpack_require__(19);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_12__defaultOptions__ = __webpack_require__(22);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_13__templates__ = __webpack_require__(23);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_14__templates_item__ = __webpack_require__(24);
+var _extends = Object.assign || function (target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i]; for (var key in source) { if (Object.prototype.hasOwnProperty.call(source, key)) { target[key] = source[key]; } } } return target; };
+
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _defineProperty(obj, key, value) { if (key in obj) { Object.defineProperty(obj, key, { value: value, enumerable: true, configurable: true, writable: true }); } else { obj[key] = value; } return obj; }
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+function _possibleConstructorReturn(self, call) { if (!self) { throw new ReferenceError("this hasn't been initialised - super() hasn't been called"); } return call && (typeof call === "object" || typeof call === "function") ? call : self; }
+
+function _inherits(subClass, superClass) { if (typeof superClass !== "function" && superClass !== null) { throw new TypeError("Super expression must either be null or a function, not " + typeof superClass); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, enumerable: false, writable: true, configurable: true } }); if (superClass) Object.setPrototypeOf ? Object.setPrototypeOf(subClass, superClass) : subClass.__proto__ = superClass; }
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+var bulmaCarousel = function (_EventEmitter) {
+  _inherits(bulmaCarousel, _EventEmitter);
+
+  function bulmaCarousel(selector) {
+    var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {};
+
+    _classCallCheck(this, bulmaCarousel);
+
+    var _this = _possibleConstructorReturn(this, (bulmaCarousel.__proto__ || Object.getPrototypeOf(bulmaCarousel)).call(this));
+
+    _this.element = Object(__WEBPACK_IMPORTED_MODULE_2__utils_type__["c" /* isString */])(selector) ? document.querySelector(selector) : selector;
+    // An invalid selector or non-DOM node has been provided.
+    if (!_this.element) {
+      throw new Error('An invalid selector or non-DOM node has been provided.');
+    }
+    _this._clickEvents = ['click', 'touch'];
+
+    // Use Element dataset values to override options
+    var elementConfig = _this.element.dataset ? Object.keys(_this.element.dataset).filter(function (key) {
+      return Object.keys(__WEBPACK_IMPORTED_MODULE_12__defaultOptions__["a" /* default */]).includes(key);
+    }).reduce(function (obj, key) {
+      return _extends({}, obj, _defineProperty({}, key, _this.element.dataset[key]));
+    }, {}) : {};
+    // Set default options - dataset attributes are master
+    _this.options = _extends({}, __WEBPACK_IMPORTED_MODULE_12__defaultOptions__["a" /* default */], options, elementConfig);
+
+    _this._id = Object(__WEBPACK_IMPORTED_MODULE_0__utils_index__["a" /* uuid */])('slider');
+
+    _this.onShow = _this.onShow.bind(_this);
+
+    // Initiate plugin
+    _this._init();
+    return _this;
+  }
+
+  /**
+   * Initiate all DOM element containing datePicker class
+   * @method
+   * @return {Array} Array of all datePicker instances
+   */
+
+
+  _createClass(bulmaCarousel, [{
+    key: '_init',
+
+
+    /****************************************************
+     *                                                  *
+     * PRIVATE FUNCTIONS                                *
+     *                                                  *
+     ****************************************************/
+    /**
+     * Initiate plugin instance
+     * @method _init
+     * @return {Slider} Current plugin instance
+     */
+    value: function _init() {
+      this._items = Array.from(this.element.children);
+
+      // Load plugins
+      this._breakpoint = new __WEBPACK_IMPORTED_MODULE_5__components_breakpoint__["a" /* default */](this);
+      this._autoplay = new __WEBPACK_IMPORTED_MODULE_4__components_autoplay__["a" /* default */](this);
+      this._navigation = new __WEBPACK_IMPORTED_MODULE_8__components_navigation__["a" /* default */](this);
+      this._pagination = new __WEBPACK_IMPORTED_MODULE_9__components_pagination__["a" /* default */](this);
+      this._infinite = new __WEBPACK_IMPORTED_MODULE_6__components_infinite__["a" /* default */](this);
+      this._loop = new __WEBPACK_IMPORTED_MODULE_7__components_loop__["a" /* default */](this);
+      this._swipe = new __WEBPACK_IMPORTED_MODULE_10__components_swipe__["a" /* default */](this);
+
+      this._build();
+
+      if (Object(__WEBPACK_IMPORTED_MODULE_2__utils_type__["a" /* isFunction */])(this.options.onReady)) {
+        this.options.onReady(this);
+      }
+
+      return this;
+    }
+
+    /**
+     * Build Slider HTML component and append it to the DOM
+     * @method _build
+     */
+
+  }, {
+    key: '_build',
+    value: function _build() {
+      var _this2 = this;
+
+      // Generate HTML Fragment of template
+      this.node = document.createRange().createContextualFragment(Object(__WEBPACK_IMPORTED_MODULE_13__templates__["a" /* default */])(this.id));
+      // Save pointers to template parts
+      this._ui = {
+        wrapper: this.node.firstChild,
+        container: this.node.querySelector('.slider-container')
+
+        // Add slider to DOM
+      };this.element.appendChild(this.node);
+      this._ui.wrapper.classList.add('is-loading');
+      this._ui.container.style.opacity = 0;
+
+      this._transitioner = new __WEBPACK_IMPORTED_MODULE_11__components_transitioner__["a" /* default */](this);
+
+      // Wrap all items by slide element
+      this._slides = this._items.map(function (item, index) {
+        return _this2._createSlide(item, index);
+      });
+
+      this.reset();
+
+      this._bindEvents();
+
+      this._ui.container.style.opacity = 1;
+      this._ui.wrapper.classList.remove('is-loading');
+    }
+
+    /**
+     * Bind all events
+     * @method _bindEvents
+     * @return {void}
+     */
+
+  }, {
+    key: '_bindEvents',
+    value: function _bindEvents() {
+      this.on('show', this.onShow);
+    }
+  }, {
+    key: '_unbindEvents',
+    value: function _unbindEvents() {
+      this.off('show', this.onShow);
+    }
+  }, {
+    key: '_createSlide',
+    value: function _createSlide(item, index) {
+      var slide = document.createRange().createContextualFragment(Object(__WEBPACK_IMPORTED_MODULE_14__templates_item__["a" /* default */])()).firstChild;
+      slide.dataset.sliderIndex = index;
+      slide.appendChild(item);
+      return slide;
+    }
+
+    /**
+     * Calculate slider dimensions
+     */
+
+  }, {
+    key: '_setDimensions',
+    value: function _setDimensions() {
+      var _this3 = this;
+
+      if (!this.options.vertical) {
+        if (this.options.centerMode) {
+          this._ui.wrapper.style.padding = '0px ' + this.options.centerPadding;
+        }
+      } else {
+        this._ui.wrapper.style.height = Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["c" /* outerHeight */])(this._slides[0]) * this.slidesToShow;
+        if (this.options.centerMode) {
+          this._ui.wrapper.style.padding = this.options.centerPadding + ' 0px';
+        }
+      }
+
+      this._wrapperWidth = Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["e" /* width */])(this._ui.wrapper);
+      this._wrapperHeight = Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["c" /* outerHeight */])(this._ui.wrapper);
+
+      if (!this.options.vertical) {
+        this._slideWidth = Math.ceil(this._wrapperWidth / this.slidesToShow);
+        this._containerWidth = Math.ceil(this._slideWidth * this._slides.length);
+        this._ui.container.style.width = this._containerWidth + 'px';
+      } else {
+        this._slideWidth = Math.ceil(this._wrapperWidth);
+        this._containerHeight = Math.ceil(Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["c" /* outerHeight */])(this._slides[0]) * this._slides.length);
+        this._ui.container.style.height = this._containerHeight + 'px';
+      }
+
+      this._slides.forEach(function (slide) {
+        slide.style.width = _this3._slideWidth + 'px';
+      });
+    }
+  }, {
+    key: '_setHeight',
+    value: function _setHeight() {
+      if (this.options.effect !== 'translate') {
+        this._ui.container.style.height = Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["c" /* outerHeight */])(this._slides[this.state.index]) + 'px';
+      }
+    }
+
+    // Update slides classes
+
+  }, {
+    key: '_setClasses',
+    value: function _setClasses() {
+      var _this4 = this;
+
+      this._slides.forEach(function (slide) {
+        Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["d" /* removeClasses */])(slide, 'is-active is-current is-slide-previous is-slide-next');
+        if (Math.abs((_this4.state.index - 1) % _this4.state.length) === parseInt(slide.dataset.sliderIndex, 10)) {
+          slide.classList.add('is-slide-previous');
+        }
+        if (Math.abs(_this4.state.index % _this4.state.length) === parseInt(slide.dataset.sliderIndex, 10)) {
+          slide.classList.add('is-current');
+        }
+        if (Math.abs((_this4.state.index + 1) % _this4.state.length) === parseInt(slide.dataset.sliderIndex, 10)) {
+          slide.classList.add('is-slide-next');
+        }
+      });
+    }
+
+    /****************************************************
+     *                                                  *
+     * GETTERS and SETTERS                              *
+     *                                                  *
+     ****************************************************/
+
+    /**
+     * Get id of current datePicker
+     */
+
+  }, {
+    key: 'onShow',
+
+
+    /****************************************************
+     *                                                  *
+     * EVENTS FUNCTIONS                                 *
+     *                                                  *
+     ****************************************************/
+    value: function onShow(e) {
+      this._navigation.refresh();
+      this._pagination.refresh();
+      this._setClasses();
+    }
+
+    /****************************************************
+     *                                                  *
+     * PUBLIC FUNCTIONS                                 *
+     *                                                  *
+     ****************************************************/
+
+  }, {
+    key: 'next',
+    value: function next() {
+      if (!this.options.loop && !this.options.infinite && this.state.index + this.slidesToScroll > this.state.length - this.slidesToShow && !this.options.centerMode) {
+        this.state.next = this.state.index;
+      } else {
+        this.state.next = this.state.index + this.slidesToScroll;
+      }
+      this.show();
+    }
+  }, {
+    key: 'previous',
+    value: function previous() {
+      if (!this.options.loop && !this.options.infinite && this.state.index === 0) {
+        this.state.next = this.state.index;
+      } else {
+        this.state.next = this.state.index - this.slidesToScroll;
+      }
+      this.show();
+    }
+  }, {
+    key: 'start',
+    value: function start() {
+      this._autoplay.start();
+    }
+  }, {
+    key: 'pause',
+    value: function pause() {
+      this._autoplay.pause();
+    }
+  }, {
+    key: 'stop',
+    value: function stop() {
+      this._autoplay.stop();
+    }
+  }, {
+    key: 'show',
+    value: function show(index) {
+      var force = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : false;
+
+      // If all slides are already visible then return
+      if (!this.state.length || this.state.length <= this.slidesToShow) {
+        return;
+      }
+
+      if (typeof index === 'Number') {
+        this.state.next = index;
+      }
+
+      if (this.options.loop) {
+        this._loop.apply();
+      }
+      if (this.options.infinite) {
+        this._infinite.apply();
+      }
+
+      // If new slide is already the current one then return
+      if (this.state.index === this.state.next) {
+        return;
+      }
+
+      this.emit('before:show', this.state);
+      this._transitioner.apply(force, this._setHeight.bind(this));
+      this.emit('after:show', this.state);
+
+      this.emit('show', this);
+    }
+  }, {
+    key: 'reset',
+    value: function reset() {
+      var _this5 = this;
+
+      this.state = {
+        length: this._items.length,
+        index: Math.abs(this.options.initialSlide),
+        next: Math.abs(this.options.initialSlide),
+        prev: undefined
+      };
+
+      // Fix options
+      if (this.options.loop && this.options.infinite) {
+        this.options.loop = false;
+      }
+      if (this.options.slidesToScroll > this.options.slidesToShow) {
+        this.options.slidesToScroll = this.slidesToShow;
+      }
+      this._breakpoint.init();
+
+      if (this.state.index >= this.state.length && this.state.index !== 0) {
+        this.state.index = this.state.index - this.slidesToScroll;
+      }
+      if (this.state.length <= this.slidesToShow) {
+        this.state.index = 0;
+      }
+
+      this._ui.wrapper.appendChild(this._navigation.init().render());
+      this._ui.wrapper.appendChild(this._pagination.init().render());
+
+      if (this.options.navigationSwipe) {
+        this._swipe.bindEvents();
+      } else {
+        this._swipe._bindEvents();
+      }
+
+      this._breakpoint.apply();
+      // Move all created slides into slider
+      this._slides.forEach(function (slide) {
+        return _this5._ui.container.appendChild(slide);
+      });
+      this._transitioner.init().apply(true, this._setHeight.bind(this));
+
+      if (this.options.autoplay) {
+        this._autoplay.init().start();
+      }
+    }
+
+    /**
+     * Destroy Slider
+     * @method destroy
+     */
+
+  }, {
+    key: 'destroy',
+    value: function destroy() {
+      var _this6 = this;
+
+      this._unbindEvents();
+      this._items.forEach(function (item) {
+        _this6.element.appendChild(item);
+      });
+      this.node.remove();
+    }
+  }, {
+    key: 'id',
+    get: function get() {
+      return this._id;
+    }
+  }, {
+    key: 'index',
+    set: function set(index) {
+      this._index = index;
+    },
+    get: function get() {
+      return this._index;
+    }
+  }, {
+    key: 'length',
+    set: function set(length) {
+      this._length = length;
+    },
+    get: function get() {
+      return this._length;
+    }
+  }, {
+    key: 'slides',
+    get: function get() {
+      return this._slides;
+    },
+    set: function set(slides) {
+      this._slides = slides;
+    }
+  }, {
+    key: 'slidesToScroll',
+    get: function get() {
+      return this.options.effect === 'translate' ? this._breakpoint.getSlidesToScroll() : 1;
+    }
+  }, {
+    key: 'slidesToShow',
+    get: function get() {
+      return this.options.effect === 'translate' ? this._breakpoint.getSlidesToShow() : 1;
+    }
+  }, {
+    key: 'direction',
+    get: function get() {
+      return this.element.dir.toLowerCase() === 'rtl' || this.element.style.direction === 'rtl' ? 'rtl' : 'ltr';
+    }
+  }, {
+    key: 'wrapper',
+    get: function get() {
+      return this._ui.wrapper;
+    }
+  }, {
+    key: 'wrapperWidth',
+    get: function get() {
+      return this._wrapperWidth || 0;
+    }
+  }, {
+    key: 'container',
+    get: function get() {
+      return this._ui.container;
+    }
+  }, {
+    key: 'containerWidth',
+    get: function get() {
+      return this._containerWidth || 0;
+    }
+  }, {
+    key: 'slideWidth',
+    get: function get() {
+      return this._slideWidth || 0;
+    }
+  }, {
+    key: 'transitioner',
+    get: function get() {
+      return this._transitioner;
+    }
+  }], [{
+    key: 'attach',
+    value: function attach() {
+      var _this7 = this;
+
+      var selector = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : '.slider';
+      var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {};
+
+      var instances = new Array();
+
+      var elements = Object(__WEBPACK_IMPORTED_MODULE_2__utils_type__["c" /* isString */])(selector) ? document.querySelectorAll(selector) : Array.isArray(selector) ? selector : [selector];
+      [].forEach.call(elements, function (element) {
+        if (typeof element[_this7.constructor.name] === 'undefined') {
+          var instance = new bulmaCarousel(element, options);
+          element[_this7.constructor.name] = instance;
+          instances.push(instance);
+        } else {
+          instances.push(element[_this7.constructor.name]);
+        }
+      });
+
+      return instances;
+    }
+  }]);
+
+  return bulmaCarousel;
+}(__WEBPACK_IMPORTED_MODULE_3__utils_eventEmitter__["a" /* default */]);
+
+/* harmony default export */ __webpack_exports__["default"] = (bulmaCarousel);
+
+/***/ }),
+/* 6 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "a", function() { return uuid; });
+/* unused harmony export isRtl */
+/* unused harmony export defer */
+/* unused harmony export getNodeIndex */
+/* unused harmony export camelize */
+function _toConsumableArray(arr) { if (Array.isArray(arr)) { for (var i = 0, arr2 = Array(arr.length); i < arr.length; i++) { arr2[i] = arr[i]; } return arr2; } else { return Array.from(arr); } }
+
+var uuid = function uuid() {
+	var prefix = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : '';
+	return prefix + ([1e7] + -1e3 + -4e3 + -8e3 + -1e11).replace(/[018]/g, function (c) {
+		return (c ^ crypto.getRandomValues(new Uint8Array(1))[0] & 15 >> c / 4).toString(16);
+	});
+};
+var isRtl = function isRtl() {
+	return document.documentElement.getAttribute('dir') === 'rtl';
+};
+
+var defer = function defer() {
+	this.promise = new Promise(function (resolve, reject) {
+		this.resolve = resolve;
+		this.reject = reject;
+	}.bind(this));
+
+	this.then = this.promise.then.bind(this.promise);
+	this.catch = this.promise.catch.bind(this.promise);
+};
+
+var getNodeIndex = function getNodeIndex(node) {
+	return [].concat(_toConsumableArray(node.parentNode.children)).indexOf(node);
+};
+var camelize = function camelize(str) {
+	return str.replace(/-(\w)/g, toUpper);
+};
+
+/***/ }),
+/* 7 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__utils_eventEmitter__ = __webpack_require__(3);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_1__utils_device__ = __webpack_require__(8);
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+function _possibleConstructorReturn(self, call) { if (!self) { throw new ReferenceError("this hasn't been initialised - super() hasn't been called"); } return call && (typeof call === "object" || typeof call === "function") ? call : self; }
+
+function _inherits(subClass, superClass) { if (typeof superClass !== "function" && superClass !== null) { throw new TypeError("Super expression must either be null or a function, not " + typeof superClass); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, enumerable: false, writable: true, configurable: true } }); if (superClass) Object.setPrototypeOf ? Object.setPrototypeOf(subClass, superClass) : subClass.__proto__ = superClass; }
+
+
+
+
+var onVisibilityChange = Symbol('onVisibilityChange');
+var onMouseEnter = Symbol('onMouseEnter');
+var onMouseLeave = Symbol('onMouseLeave');
+
+var defaultOptions = {
+	autoplay: false,
+	autoplaySpeed: 3000
+};
+
+var Autoplay = function (_EventEmitter) {
+	_inherits(Autoplay, _EventEmitter);
+
+	function Autoplay(slider) {
+		_classCallCheck(this, Autoplay);
+
+		var _this = _possibleConstructorReturn(this, (Autoplay.__proto__ || Object.getPrototypeOf(Autoplay)).call(this));
+
+		_this.slider = slider;
+
+		_this.onVisibilityChange = _this.onVisibilityChange.bind(_this);
+		_this.onMouseEnter = _this.onMouseEnter.bind(_this);
+		_this.onMouseLeave = _this.onMouseLeave.bind(_this);
+		return _this;
+	}
+
+	_createClass(Autoplay, [{
+		key: 'init',
+		value: function init() {
+			this._bindEvents();
+			return this;
+		}
+	}, {
+		key: '_bindEvents',
+		value: function _bindEvents() {
+			document.addEventListener('visibilitychange', this.onVisibilityChange);
+			if (this.slider.options.pauseOnHover) {
+				this.slider.container.addEventListener(__WEBPACK_IMPORTED_MODULE_1__utils_device__["a" /* pointerEnter */], this.onMouseEnter);
+				this.slider.container.addEventListener(__WEBPACK_IMPORTED_MODULE_1__utils_device__["b" /* pointerLeave */], this.onMouseLeave);
+			}
+		}
+	}, {
+		key: '_unbindEvents',
+		value: function _unbindEvents() {
+			document.removeEventListener('visibilitychange', this.onVisibilityChange);
+			this.slider.container.removeEventListener(__WEBPACK_IMPORTED_MODULE_1__utils_device__["a" /* pointerEnter */], this.onMouseEnter);
+			this.slider.container.removeEventListener(__WEBPACK_IMPORTED_MODULE_1__utils_device__["b" /* pointerLeave */], this.onMouseLeave);
+		}
+	}, {
+		key: 'start',
+		value: function start() {
+			var _this2 = this;
+
+			this.stop();
+			if (this.slider.options.autoplay) {
+				this.emit('start', this);
+				this._interval = setInterval(function () {
+					if (!(_this2._hovering && _this2.slider.options.pauseOnHover)) {
+						if (!_this2.slider.options.centerMode && _this2.slider.state.next >= _this2.slider.state.length - _this2.slider.slidesToShow && !_this2.slider.options.loop && !_this2.slider.options.infinite) {
+							_this2.stop();
+						} else {
+							_this2.slider.next();
+						}
+					}
+				}, this.slider.options.autoplaySpeed);
+			}
+		}
+	}, {
+		key: 'stop',
+		value: function stop() {
+			this._interval = clearInterval(this._interval);
+			this.emit('stop', this);
+		}
+	}, {
+		key: 'pause',
+		value: function pause() {
+			var _this3 = this;
+
+			var speed = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 0;
+
+			if (this.paused) {
+				return;
+			}
+			if (this.timer) {
+				this.stop();
+			}
+			this.paused = true;
+			if (speed === 0) {
+				this.paused = false;
+				this.start();
+			} else {
+				this.slider.on('transition:end', function () {
+					if (!_this3) {
+						return;
+					}
+					_this3.paused = false;
+					if (!_this3.run) {
+						_this3.stop();
+					} else {
+						_this3.start();
+					}
+				});
+			}
+		}
+	}, {
+		key: 'onVisibilityChange',
+		value: function onVisibilityChange(e) {
+			if (document.hidden) {
+				this.stop();
+			} else {
+				this.start();
+			}
+		}
+	}, {
+		key: 'onMouseEnter',
+		value: function onMouseEnter(e) {
+			this._hovering = true;
+			if (this.slider.options.pauseOnHover) {
+				this.pause();
+			}
+		}
+	}, {
+		key: 'onMouseLeave',
+		value: function onMouseLeave(e) {
+			this._hovering = false;
+			if (this.slider.options.pauseOnHover) {
+				this.pause();
+			}
+		}
+	}]);
+
+	return Autoplay;
+}(__WEBPACK_IMPORTED_MODULE_0__utils_eventEmitter__["a" /* default */]);
+
+/* harmony default export */ __webpack_exports__["a"] = (Autoplay);
+
+/***/ }),
+/* 8 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* unused harmony export isIE */
+/* unused harmony export isIETouch */
+/* unused harmony export isAndroid */
+/* unused harmony export isiPad */
+/* unused harmony export isiPod */
+/* unused harmony export isiPhone */
+/* unused harmony export isSafari */
+/* unused harmony export isUiWebView */
+/* unused harmony export supportsTouchEvents */
+/* unused harmony export supportsPointerEvents */
+/* unused harmony export supportsTouch */
+/* unused harmony export pointerDown */
+/* unused harmony export pointerMove */
+/* unused harmony export pointerUp */
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "a", function() { return pointerEnter; });
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "b", function() { return pointerLeave; });
+var isIE = window.navigator.pointerEnabled || window.navigator.msPointerEnabled;
+var isIETouch = window.navigator.msPointerEnabled && window.navigator.msMaxTouchPoints > 1 || window.navigator.pointerEnabled && window.navigator.maxTouchPoints > 1;
+var isAndroid = navigator.userAgent.match(/(Android);?[\s\/]+([\d.]+)?/);
+var isiPad = navigator.userAgent.match(/(iPad).*OS\s([\d_]+)/);
+var isiPod = navigator.userAgent.match(/(iPod)(.*OS\s([\d_]+))?/);
+var isiPhone = !navigator.userAgent.match(/(iPad).*OS\s([\d_]+)/) && navigator.userAgent.match(/(iPhone\sOS)\s([\d_]+)/);
+var isSafari = navigator.userAgent.toLowerCase().indexOf('safari') >= 0 && navigator.userAgent.toLowerCase().indexOf('chrome') < 0 && navigator.userAgent.toLowerCase().indexOf('android') < 0;
+var isUiWebView = /(iPhone|iPod|iPad).*AppleWebKit(?!.*Safari)/i.test(navigator.userAgent);
+
+var supportsTouchEvents = !!('ontouchstart' in window);
+var supportsPointerEvents = !!('PointerEvent' in window);
+var supportsTouch = supportsTouchEvents || window.DocumentTouch && document instanceof DocumentTouch || navigator.maxTouchPoints; // IE >=11
+var pointerDown = !supportsTouch ? 'mousedown' : 'mousedown ' + (supportsTouchEvents ? 'touchstart' : 'pointerdown');
+var pointerMove = !supportsTouch ? 'mousemove' : 'mousemove ' + (supportsTouchEvents ? 'touchmove' : 'pointermove');
+var pointerUp = !supportsTouch ? 'mouseup' : 'mouseup ' + (supportsTouchEvents ? 'touchend' : 'pointerup');
+var pointerEnter = supportsTouch && supportsPointerEvents ? 'pointerenter' : 'mouseenter';
+var pointerLeave = supportsTouch && supportsPointerEvents ? 'pointerleave' : 'mouseleave';
+
+/***/ }),
+/* 9 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+var onResize = Symbol('onResize');
+
+var Breakpoints = function () {
+	function Breakpoints(slider) {
+		_classCallCheck(this, Breakpoints);
+
+		this.slider = slider;
+		this.options = slider.options;
+
+		this[onResize] = this[onResize].bind(this);
+
+		this._bindEvents();
+	}
+
+	_createClass(Breakpoints, [{
+		key: 'init',
+		value: function init() {
+			this._defaultBreakpoint = {
+				slidesToShow: this.options.slidesToShow,
+				slidesToScroll: this.options.slidesToScroll
+			};
+			this.options.breakpoints.sort(function (a, b) {
+				return parseInt(a.changePoint, 10) > parseInt(b.changePoint, 10);
+			});
+			this._currentBreakpoint = this._getActiveBreakpoint();
+
+			return this;
+		}
+	}, {
+		key: 'destroy',
+		value: function destroy() {
+			this._unbindEvents();
+		}
+	}, {
+		key: '_bindEvents',
+		value: function _bindEvents() {
+			window.addEventListener('resize', this[onResize]);
+			window.addEventListener('orientationchange', this[onResize]);
+		}
+	}, {
+		key: '_unbindEvents',
+		value: function _unbindEvents() {
+			window.removeEventListener('resize', this[onResize]);
+			window.removeEventListener('orientationchange', this[onResize]);
+		}
+	}, {
+		key: '_getActiveBreakpoint',
+		value: function _getActiveBreakpoint() {
+			//Get breakpoint for window width
+			var _iteratorNormalCompletion = true;
+			var _didIteratorError = false;
+			var _iteratorError = undefined;
+
+			try {
+				for (var _iterator = this.options.breakpoints[Symbol.iterator](), _step; !(_iteratorNormalCompletion = (_step = _iterator.next()).done); _iteratorNormalCompletion = true) {
+					var point = _step.value;
+
+					if (point.changePoint >= window.innerWidth) {
+						return point;
+					}
+				}
+			} catch (err) {
+				_didIteratorError = true;
+				_iteratorError = err;
+			} finally {
+				try {
+					if (!_iteratorNormalCompletion && _iterator.return) {
+						_iterator.return();
+					}
+				} finally {
+					if (_didIteratorError) {
+						throw _iteratorError;
+					}
+				}
+			}
+
+			return this._defaultBreakpoint;
+		}
+	}, {
+		key: 'getSlidesToShow',
+		value: function getSlidesToShow() {
+			return this._currentBreakpoint ? this._currentBreakpoint.slidesToShow : this._defaultBreakpoint.slidesToShow;
+		}
+	}, {
+		key: 'getSlidesToScroll',
+		value: function getSlidesToScroll() {
+			return this._currentBreakpoint ? this._currentBreakpoint.slidesToScroll : this._defaultBreakpoint.slidesToScroll;
+		}
+	}, {
+		key: 'apply',
+		value: function apply() {
+			if (this.slider.state.index >= this.slider.state.length && this.slider.state.index !== 0) {
+				this.slider.state.index = this.slider.state.index - this._currentBreakpoint.slidesToScroll;
+			}
+			if (this.slider.state.length <= this._currentBreakpoint.slidesToShow) {
+				this.slider.state.index = 0;
+			}
+
+			if (this.options.loop) {
+				this.slider._loop.init().apply();
+			}
+
+			if (this.options.infinite) {
+				this.slider._infinite.init().apply();
+			}
+
+			this.slider._setDimensions();
+			this.slider._transitioner.init().apply(true, this.slider._setHeight.bind(this.slider));
+			this.slider._setClasses();
+
+			this.slider._navigation.refresh();
+			this.slider._pagination.refresh();
+		}
+	}, {
+		key: onResize,
+		value: function value(e) {
+			var newBreakPoint = this._getActiveBreakpoint();
+			if (newBreakPoint.slidesToShow !== this._currentBreakpoint.slidesToShow) {
+				this._currentBreakpoint = newBreakPoint;
+				this.apply();
+			}
+		}
+	}]);
+
+	return Breakpoints;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Breakpoints);
+
+/***/ }),
+/* 10 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _toConsumableArray(arr) { if (Array.isArray(arr)) { for (var i = 0, arr2 = Array(arr.length); i < arr.length; i++) { arr2[i] = arr[i]; } return arr2; } else { return Array.from(arr); } }
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+var Infinite = function () {
+	function Infinite(slider) {
+		_classCallCheck(this, Infinite);
+
+		this.slider = slider;
+	}
+
+	_createClass(Infinite, [{
+		key: 'init',
+		value: function init() {
+			if (this.slider.options.infinite && this.slider.options.effect === 'translate') {
+				if (this.slider.options.centerMode) {
+					this._infiniteCount = Math.ceil(this.slider.slidesToShow + this.slider.slidesToShow / 2);
+				} else {
+					this._infiniteCount = this.slider.slidesToShow;
+				}
+
+				var frontClones = [];
+				var slideIndex = 0;
+				for (var i = this.slider.state.length; i > this.slider.state.length - 1 - this._infiniteCount; i -= 1) {
+					slideIndex = i - 1;
+					frontClones.unshift(this._cloneSlide(this.slider.slides[slideIndex], slideIndex - this.slider.state.length));
+				}
+
+				var backClones = [];
+				for (var _i = 0; _i < this._infiniteCount + this.slider.state.length; _i += 1) {
+					backClones.push(this._cloneSlide(this.slider.slides[_i % this.slider.state.length], _i + this.slider.state.length));
+				}
+
+				this.slider.slides = [].concat(frontClones, _toConsumableArray(this.slider.slides), backClones);
+			}
+			return this;
+		}
+	}, {
+		key: 'apply',
+		value: function apply() {}
+	}, {
+		key: 'onTransitionEnd',
+		value: function onTransitionEnd(e) {
+			if (this.slider.options.infinite) {
+				if (this.slider.state.next >= this.slider.state.length) {
+					this.slider.state.index = this.slider.state.next = this.slider.state.next - this.slider.state.length;
+					this.slider.transitioner.apply(true);
+				} else if (this.slider.state.next < 0) {
+					this.slider.state.index = this.slider.state.next = this.slider.state.length + this.slider.state.next;
+					this.slider.transitioner.apply(true);
+				}
+			}
+		}
+	}, {
+		key: '_cloneSlide',
+		value: function _cloneSlide(slide, index) {
+			var newSlide = slide.cloneNode(true);
+			newSlide.dataset.sliderIndex = index;
+			newSlide.dataset.cloned = true;
+			var ids = newSlide.querySelectorAll('[id]') || [];
+			ids.forEach(function (id) {
+				id.setAttribute('id', '');
+			});
+			return newSlide;
+		}
+	}]);
+
+	return Infinite;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Infinite);
+
+/***/ }),
+/* 11 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__utils_dom__ = __webpack_require__(12);
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+
+
+var Loop = function () {
+	function Loop(slider) {
+		_classCallCheck(this, Loop);
+
+		this.slider = slider;
+	}
+
+	_createClass(Loop, [{
+		key: "init",
+		value: function init() {
+			return this;
+		}
+	}, {
+		key: "apply",
+		value: function apply() {
+			if (this.slider.options.loop) {
+				if (this.slider.state.next > 0) {
+					if (this.slider.state.next < this.slider.state.length) {
+						if (this.slider.state.next > this.slider.state.length - this.slider.slidesToShow && Object(__WEBPACK_IMPORTED_MODULE_0__utils_dom__["a" /* isInViewport */])(this.slider._slides[this.slider.state.length - 1], this.slider.wrapper)) {
+							this.slider.state.next = 0;
+						} else {
+							this.slider.state.next = Math.min(Math.max(this.slider.state.next, 0), this.slider.state.length - this.slider.slidesToShow);
+						}
+					} else {
+						this.slider.state.next = 0;
+					}
+				} else {
+					if (this.slider.state.next <= 0 - this.slider.slidesToScroll) {
+						this.slider.state.next = this.slider.state.length - this.slider.slidesToShow;
+					} else {
+						this.slider.state.next = 0;
+					}
+				}
+			}
+		}
+	}]);
+
+	return Loop;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Loop);
+
+/***/ }),
+/* 12 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "a", function() { return isInViewport; });
+var isInViewport = function isInViewport(element, html) {
+	var rect = element.getBoundingClientRect();
+	html = html || document.documentElement;
+	return rect.top >= 0 && rect.left >= 0 && rect.bottom <= (window.innerHeight || html.clientHeight) && rect.right <= (window.innerWidth || html.clientWidth);
+};
+
+/***/ }),
+/* 13 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__templates_navigation__ = __webpack_require__(14);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_1__utils_detect_supportsPassive__ = __webpack_require__(1);
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+
+
+
+var Navigation = function () {
+	function Navigation(slider) {
+		_classCallCheck(this, Navigation);
+
+		this.slider = slider;
+
+		this._clickEvents = ['click', 'touch'];
+		this._supportsPassive = Object(__WEBPACK_IMPORTED_MODULE_1__utils_detect_supportsPassive__["a" /* default */])();
+
+		this.onPreviousClick = this.onPreviousClick.bind(this);
+		this.onNextClick = this.onNextClick.bind(this);
+		this.onKeyUp = this.onKeyUp.bind(this);
+	}
+
+	_createClass(Navigation, [{
+		key: 'init',
+		value: function init() {
+			this.node = document.createRange().createContextualFragment(Object(__WEBPACK_IMPORTED_MODULE_0__templates_navigation__["a" /* default */])(this.slider.options.icons));
+			this._ui = {
+				previous: this.node.querySelector('.slider-navigation-previous'),
+				next: this.node.querySelector('.slider-navigation-next')
+			};
+
+			this._unbindEvents();
+			this._bindEvents();
+
+			this.refresh();
+
+			return this;
+		}
+	}, {
+		key: 'destroy',
+		value: function destroy() {
+			this._unbindEvents();
+		}
+	}, {
+		key: '_bindEvents',
+		value: function _bindEvents() {
+			var _this = this;
+
+			this.slider.wrapper.addEventListener('keyup', this.onKeyUp);
+			this._clickEvents.forEach(function (clickEvent) {
+				_this._ui.previous.addEventListener(clickEvent, _this.onPreviousClick);
+				_this._ui.next.addEventListener(clickEvent, _this.onNextClick);
+			});
+		}
+	}, {
+		key: '_unbindEvents',
+		value: function _unbindEvents() {
+			var _this2 = this;
+
+			this.slider.wrapper.removeEventListener('keyup', this.onKeyUp);
+			this._clickEvents.forEach(function (clickEvent) {
+				_this2._ui.previous.removeEventListener(clickEvent, _this2.onPreviousClick);
+				_this2._ui.next.removeEventListener(clickEvent, _this2.onNextClick);
+			});
+		}
+	}, {
+		key: 'onNextClick',
+		value: function onNextClick(e) {
+			if (!this._supportsPassive) {
+				e.preventDefault();
+			}
+
+			if (this.slider.options.navigation) {
+				this.slider.next();
+			}
+		}
+	}, {
+		key: 'onPreviousClick',
+		value: function onPreviousClick(e) {
+			if (!this._supportsPassive) {
+				e.preventDefault();
+			}
+
+			if (this.slider.options.navigation) {
+				this.slider.previous();
+			}
+		}
+	}, {
+		key: 'onKeyUp',
+		value: function onKeyUp(e) {
+			if (this.slider.options.keyNavigation) {
+				if (e.key === 'ArrowRight' || e.key === 'Right') {
+					this.slider.next();
+				} else if (e.key === 'ArrowLeft' || e.key === 'Left') {
+					this.slider.previous();
+				}
+			}
+		}
+	}, {
+		key: 'refresh',
+		value: function refresh() {
+			// let centerOffset = Math.floor(this.options.slidesToShow / 2);
+			if (!this.slider.options.loop && !this.slider.options.infinite) {
+				if (this.slider.options.navigation && this.slider.state.length > this.slider.slidesToShow) {
+					this._ui.previous.classList.remove('is-hidden');
+					this._ui.next.classList.remove('is-hidden');
+					if (this.slider.state.next === 0) {
+						this._ui.previous.classList.add('is-hidden');
+						this._ui.next.classList.remove('is-hidden');
+					} else if (this.slider.state.next >= this.slider.state.length - this.slider.slidesToShow && !this.slider.options.centerMode) {
+						this._ui.previous.classList.remove('is-hidden');
+						this._ui.next.classList.add('is-hidden');
+					} else if (this.slider.state.next >= this.slider.state.length - 1 && this.slider.options.centerMode) {
+						this._ui.previous.classList.remove('is-hidden');
+						this._ui.next.classList.add('is-hidden');
+					}
+				} else {
+					this._ui.previous.classList.add('is-hidden');
+					this._ui.next.classList.add('is-hidden');
+				}
+			}
+		}
+	}, {
+		key: 'render',
+		value: function render() {
+			return this.node;
+		}
+	}]);
+
+	return Navigation;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Navigation);
+
+/***/ }),
+/* 14 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony default export */ __webpack_exports__["a"] = (function (icons) {
+	return "<div class=\"slider-navigation-previous\">" + icons.previous + "</div>\n<div class=\"slider-navigation-next\">" + icons.next + "</div>";
+});
+
+/***/ }),
+/* 15 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__templates_pagination__ = __webpack_require__(16);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_1__templates_pagination_page__ = __webpack_require__(17);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_2__utils_detect_supportsPassive__ = __webpack_require__(1);
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+
+
+
+
+var Pagination = function () {
+	function Pagination(slider) {
+		_classCallCheck(this, Pagination);
+
+		this.slider = slider;
+
+		this._clickEvents = ['click', 'touch'];
+		this._supportsPassive = Object(__WEBPACK_IMPORTED_MODULE_2__utils_detect_supportsPassive__["a" /* default */])();
+
+		this.onPageClick = this.onPageClick.bind(this);
+		this.onResize = this.onResize.bind(this);
+	}
+
+	_createClass(Pagination, [{
+		key: 'init',
+		value: function init() {
+			this._pages = [];
+			this.node = document.createRange().createContextualFragment(Object(__WEBPACK_IMPORTED_MODULE_0__templates_pagination__["a" /* default */])());
+			this._ui = {
+				container: this.node.firstChild
+			};
+
+			this._count = Math.ceil((this.slider.state.length - this.slider.slidesToShow) / this.slider.slidesToScroll);
+
+			this._draw();
+			this.refresh();
+
+			return this;
+		}
+	}, {
+		key: 'destroy',
+		value: function destroy() {
+			this._unbindEvents();
+		}
+	}, {
+		key: '_bindEvents',
+		value: function _bindEvents() {
+			var _this = this;
+
+			window.addEventListener('resize', this.onResize);
+			window.addEventListener('orientationchange', this.onResize);
+
+			this._clickEvents.forEach(function (clickEvent) {
+				_this._pages.forEach(function (page) {
+					return page.addEventListener(clickEvent, _this.onPageClick);
+				});
+			});
+		}
+	}, {
+		key: '_unbindEvents',
+		value: function _unbindEvents() {
+			var _this2 = this;
+
+			window.removeEventListener('resize', this.onResize);
+			window.removeEventListener('orientationchange', this.onResize);
+
+			this._clickEvents.forEach(function (clickEvent) {
+				_this2._pages.forEach(function (page) {
+					return page.removeEventListener(clickEvent, _this2.onPageClick);
+				});
+			});
+		}
+	}, {
+		key: '_draw',
+		value: function _draw() {
+			this._ui.container.innerHTML = '';
+			if (this.slider.options.pagination && this.slider.state.length > this.slider.slidesToShow) {
+				for (var i = 0; i <= this._count; i++) {
+					var newPageNode = document.createRange().createContextualFragment(Object(__WEBPACK_IMPORTED_MODULE_1__templates_pagination_page__["a" /* default */])()).firstChild;
+					newPageNode.dataset.index = i * this.slider.slidesToScroll;
+					this._pages.push(newPageNode);
+					this._ui.container.appendChild(newPageNode);
+				}
+				this._bindEvents();
+			}
+		}
+	}, {
+		key: 'onPageClick',
+		value: function onPageClick(e) {
+			if (!this._supportsPassive) {
+				e.preventDefault();
+			}
+
+			this.slider.state.next = e.currentTarget.dataset.index;
+			this.slider.show();
+		}
+	}, {
+		key: 'onResize',
+		value: function onResize() {
+			this._draw();
+		}
+	}, {
+		key: 'refresh',
+		value: function refresh() {
+			var _this3 = this;
+
+			var newCount = void 0;
+
+			if (this.slider.options.infinite) {
+				newCount = Math.ceil(this.slider.state.length - 1 / this.slider.slidesToScroll);
+			} else {
+				newCount = Math.ceil((this.slider.state.length - this.slider.slidesToShow) / this.slider.slidesToScroll);
+			}
+			if (newCount !== this._count) {
+				this._count = newCount;
+				this._draw();
+			}
+
+			this._pages.forEach(function (page) {
+				page.classList.remove('is-active');
+				if (parseInt(page.dataset.index, 10) === _this3.slider.state.next % _this3.slider.state.length) {
+					page.classList.add('is-active');
+				}
+			});
+		}
+	}, {
+		key: 'render',
+		value: function render() {
+			return this.node;
+		}
+	}]);
+
+	return Pagination;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Pagination);
+
+/***/ }),
+/* 16 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony default export */ __webpack_exports__["a"] = (function () {
+	return "<div class=\"slider-pagination\"></div>";
+});
+
+/***/ }),
+/* 17 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony default export */ __webpack_exports__["a"] = (function () {
+  return "<div class=\"slider-page\"></div>";
+});
+
+/***/ }),
+/* 18 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__ = __webpack_require__(4);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_1__utils_detect_supportsPassive__ = __webpack_require__(1);
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+
+
+
+var Swipe = function () {
+	function Swipe(slider) {
+		_classCallCheck(this, Swipe);
+
+		this.slider = slider;
+
+		this._supportsPassive = Object(__WEBPACK_IMPORTED_MODULE_1__utils_detect_supportsPassive__["a" /* default */])();
+
+		this.onStartDrag = this.onStartDrag.bind(this);
+		this.onMoveDrag = this.onMoveDrag.bind(this);
+		this.onStopDrag = this.onStopDrag.bind(this);
+
+		this._init();
+	}
+
+	_createClass(Swipe, [{
+		key: '_init',
+		value: function _init() {}
+	}, {
+		key: 'bindEvents',
+		value: function bindEvents() {
+			var _this = this;
+
+			this.slider.container.addEventListener('dragstart', function (e) {
+				if (!_this._supportsPassive) {
+					e.preventDefault();
+				}
+			});
+			this.slider.container.addEventListener('mousedown', this.onStartDrag);
+			this.slider.container.addEventListener('touchstart', this.onStartDrag);
+
+			window.addEventListener('mousemove', this.onMoveDrag);
+			window.addEventListener('touchmove', this.onMoveDrag);
+
+			window.addEventListener('mouseup', this.onStopDrag);
+			window.addEventListener('touchend', this.onStopDrag);
+			window.addEventListener('touchcancel', this.onStopDrag);
+		}
+	}, {
+		key: 'unbindEvents',
+		value: function unbindEvents() {
+			var _this2 = this;
+
+			this.slider.container.removeEventListener('dragstart', function (e) {
+				if (!_this2._supportsPassive) {
+					e.preventDefault();
+				}
+			});
+			this.slider.container.removeEventListener('mousedown', this.onStartDrag);
+			this.slider.container.removeEventListener('touchstart', this.onStartDrag);
+
+			window.removeEventListener('mousemove', this.onMoveDrag);
+			window.removeEventListener('touchmove', this.onMoveDrag);
+
+			window.removeEventListener('mouseup', this.onStopDrag);
+			window.removeEventListener('mouseup', this.onStopDrag);
+			window.removeEventListener('touchcancel', this.onStopDrag);
+		}
+
+		/**
+   * @param {MouseEvent|TouchEvent}
+   */
+
+	}, {
+		key: 'onStartDrag',
+		value: function onStartDrag(e) {
+			if (e.touches) {
+				if (e.touches.length > 1) {
+					return;
+				} else {
+					e = e.touches[0];
+				}
+			}
+
+			this._origin = new __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__["a" /* default */](e.screenX, e.screenY);
+			this.width = this.slider.wrapperWidth;
+			this.slider.transitioner.disable();
+		}
+
+		/**
+   * @param {MouseEvent|TouchEvent}
+   */
+
+	}, {
+		key: 'onMoveDrag',
+		value: function onMoveDrag(e) {
+			if (this._origin) {
+				var point = e.touches ? e.touches[0] : e;
+				this._lastTranslate = new __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__["a" /* default */](point.screenX - this._origin.x, point.screenY - this._origin.y);
+				if (e.touches) {
+					if (Math.abs(this._lastTranslate.x) > Math.abs(this._lastTranslate.y)) {
+						if (!this._supportsPassive) {
+							e.preventDefault();
+						}
+						e.stopPropagation();
+					}
+				}
+			}
+		}
+
+		/**
+   * @param {MouseEvent|TouchEvent}
+   */
+
+	}, {
+		key: 'onStopDrag',
+		value: function onStopDrag(e) {
+			if (this._origin && this._lastTranslate) {
+				if (Math.abs(this._lastTranslate.x) > 0.2 * this.width) {
+					if (this._lastTranslate.x < 0) {
+						this.slider.next();
+					} else {
+						this.slider.previous();
+					}
+				} else {
+					this.slider.show(true);
+				}
+			}
+			this._origin = null;
+			this._lastTranslate = null;
+		}
+	}]);
+
+	return Swipe;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Swipe);
+
+/***/ }),
+/* 19 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__transitions_fade__ = __webpack_require__(20);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_1__transitions_translate__ = __webpack_require__(21);
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+
+
+
+var Transitioner = function () {
+	function Transitioner(slider) {
+		_classCallCheck(this, Transitioner);
+
+		this.slider = slider;
+		this.options = slider.options;
+
+		this._animating = false;
+		this._animation = undefined;
+
+		this._translate = new __WEBPACK_IMPORTED_MODULE_1__transitions_translate__["a" /* default */](this, slider, slider.options);
+		this._fade = new __WEBPACK_IMPORTED_MODULE_0__transitions_fade__["a" /* default */](this, slider, slider.options);
+	}
+
+	_createClass(Transitioner, [{
+		key: 'init',
+		value: function init() {
+			this._fade.init();
+			this._translate.init();
+			return this;
+		}
+	}, {
+		key: 'isAnimating',
+		value: function isAnimating() {
+			return this._animating;
+		}
+	}, {
+		key: 'enable',
+		value: function enable() {
+			this._animation && this._animation.enable();
+		}
+	}, {
+		key: 'disable',
+		value: function disable() {
+			this._animation && this._animation.disable();
+		}
+	}, {
+		key: 'apply',
+		value: function apply(force, callback) {
+			// If we don't force refresh and animation in progress then return
+			if (this._animating && !force) {
+				return;
+			}
+
+			switch (this.options.effect) {
+				case 'fade':
+					this._animation = this._fade;
+					break;
+				case 'translate':
+				default:
+					this._animation = this._translate;
+					break;
+			}
+
+			this._animationCallback = callback;
+
+			if (force) {
+				this._animation && this._animation.disable();
+			} else {
+				this._animation && this._animation.enable();
+				this._animating = true;
+			}
+
+			this._animation && this._animation.apply();
+
+			if (force) {
+				this.end();
+			}
+		}
+	}, {
+		key: 'end',
+		value: function end() {
+			this._animating = false;
+			this._animation = undefined;
+			this.slider.state.index = this.slider.state.next;
+			if (this._animationCallback) {
+				this._animationCallback();
+			}
+		}
+	}]);
+
+	return Transitioner;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Transitioner);
+
+/***/ }),
+/* 20 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__utils_css__ = __webpack_require__(0);
+var _extends = Object.assign || function (target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i]; for (var key in source) { if (Object.prototype.hasOwnProperty.call(source, key)) { target[key] = source[key]; } } } return target; };
+
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+
+
+var Fade = function () {
+	function Fade(transitioner, slider) {
+		var options = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : {};
+
+		_classCallCheck(this, Fade);
+
+		this.transitioner = transitioner;
+		this.slider = slider;
+		this.options = _extends({}, options);
+	}
+
+	_createClass(Fade, [{
+		key: 'init',
+		value: function init() {
+			var _this = this;
+
+			if (this.options.effect === 'fade') {
+				this.slider.slides.forEach(function (slide, index) {
+					Object(__WEBPACK_IMPORTED_MODULE_0__utils_css__["a" /* css */])(slide, {
+						position: 'absolute',
+						left: 0,
+						top: 0,
+						bottom: 0,
+						'z-index': slide.dataset.sliderIndex == _this.slider.state.index ? 0 : -2,
+						opacity: slide.dataset.sliderIndex == _this.slider.state.index ? 1 : 0
+					});
+				});
+			}
+			return this;
+		}
+	}, {
+		key: 'enable',
+		value: function enable() {
+			var _this2 = this;
+
+			this._oldSlide = this.slider.slides.filter(function (slide) {
+				return slide.dataset.sliderIndex == _this2.slider.state.index;
+			})[0];
+			this._newSlide = this.slider.slides.filter(function (slide) {
+				return slide.dataset.sliderIndex == _this2.slider.state.next;
+			})[0];
+			if (this._newSlide) {
+				this._newSlide.addEventListener('transitionend', this.onTransitionEnd.bind(this));
+				this._newSlide.style.transition = this.options.duration + 'ms ' + this.options.timing;
+				if (this._oldSlide) {
+					this._oldSlide.addEventListener('transitionend', this.onTransitionEnd.bind(this));
+					this._oldSlide.style.transition = this.options.duration + 'ms ' + this.options.timing;
+				}
+			}
+		}
+	}, {
+		key: 'disable',
+		value: function disable() {
+			var _this3 = this;
+
+			this._oldSlide = this.slider.slides.filter(function (slide) {
+				return slide.dataset.sliderIndex == _this3.slider.state.index;
+			})[0];
+			this._newSlide = this.slider.slides.filter(function (slide) {
+				return slide.dataset.sliderIndex == _this3.slider.state.next;
+			})[0];
+			if (this._newSlide) {
+				this._newSlide.removeEventListener('transitionend', this.onTransitionEnd.bind(this));
+				this._newSlide.style.transition = 'none';
+				if (this._oldSlide) {
+					this._oldSlide.removeEventListener('transitionend', this.onTransitionEnd.bind(this));
+					this._oldSlide.style.transition = 'none';
+				}
+			}
+		}
+	}, {
+		key: 'apply',
+		value: function apply(force) {
+			var _this4 = this;
+
+			this._oldSlide = this.slider.slides.filter(function (slide) {
+				return slide.dataset.sliderIndex == _this4.slider.state.index;
+			})[0];
+			this._newSlide = this.slider.slides.filter(function (slide) {
+				return slide.dataset.sliderIndex == _this4.slider.state.next;
+			})[0];
+
+			if (this._oldSlide && this._newSlide) {
+				Object(__WEBPACK_IMPORTED_MODULE_0__utils_css__["a" /* css */])(this._oldSlide, {
+					opacity: 0
+				});
+				Object(__WEBPACK_IMPORTED_MODULE_0__utils_css__["a" /* css */])(this._newSlide, {
+					opacity: 1,
+					'z-index': force ? 0 : -1
+				});
+			}
+		}
+	}, {
+		key: 'onTransitionEnd',
+		value: function onTransitionEnd(e) {
+			if (this.options.effect === 'fade') {
+				if (this.transitioner.isAnimating() && e.target == this._newSlide) {
+					if (this._newSlide) {
+						Object(__WEBPACK_IMPORTED_MODULE_0__utils_css__["a" /* css */])(this._newSlide, {
+							'z-index': 0
+						});
+						this._newSlide.removeEventListener('transitionend', this.onTransitionEnd.bind(this));
+					}
+					if (this._oldSlide) {
+						Object(__WEBPACK_IMPORTED_MODULE_0__utils_css__["a" /* css */])(this._oldSlide, {
+							'z-index': -2
+						});
+						this._oldSlide.removeEventListener('transitionend', this.onTransitionEnd.bind(this));
+					}
+				}
+				this.transitioner.end();
+			}
+		}
+	}]);
+
+	return Fade;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Fade);
+
+/***/ }),
+/* 21 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__ = __webpack_require__(4);
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_1__utils_css__ = __webpack_require__(0);
+var _extends = Object.assign || function (target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i]; for (var key in source) { if (Object.prototype.hasOwnProperty.call(source, key)) { target[key] = source[key]; } } } return target; };
+
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+
+
+
+var Translate = function () {
+	function Translate(transitioner, slider) {
+		var options = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : {};
+
+		_classCallCheck(this, Translate);
+
+		this.transitioner = transitioner;
+		this.slider = slider;
+		this.options = _extends({}, options);
+
+		this.onTransitionEnd = this.onTransitionEnd.bind(this);
+	}
+
+	_createClass(Translate, [{
+		key: 'init',
+		value: function init() {
+			this._position = new __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__["a" /* default */](this.slider.container.offsetLeft, this.slider.container.offsetTop);
+			this._bindEvents();
+			return this;
+		}
+	}, {
+		key: 'destroy',
+		value: function destroy() {
+			this._unbindEvents();
+		}
+	}, {
+		key: '_bindEvents',
+		value: function _bindEvents() {
+			this.slider.container.addEventListener('transitionend', this.onTransitionEnd);
+		}
+	}, {
+		key: '_unbindEvents',
+		value: function _unbindEvents() {
+			this.slider.container.removeEventListener('transitionend', this.onTransitionEnd);
+		}
+	}, {
+		key: 'enable',
+		value: function enable() {
+			this.slider.container.style.transition = this.options.duration + 'ms ' + this.options.timing;
+		}
+	}, {
+		key: 'disable',
+		value: function disable() {
+			this.slider.container.style.transition = 'none';
+		}
+	}, {
+		key: 'apply',
+		value: function apply() {
+			var _this = this;
+
+			var maxOffset = void 0;
+			if (this.options.effect === 'translate') {
+				var slide = this.slider.slides.filter(function (slide) {
+					return slide.dataset.sliderIndex == _this.slider.state.next;
+				})[0];
+				var slideOffset = new __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__["a" /* default */](slide.offsetLeft, slide.offsetTop);
+				if (this.options.centerMode) {
+					maxOffset = new __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__["a" /* default */](Math.round(Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["e" /* width */])(this.slider.container)), Math.round(Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["b" /* height */])(this.slider.container)));
+				} else {
+					maxOffset = new __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__["a" /* default */](Math.round(Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["e" /* width */])(this.slider.container) - Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["e" /* width */])(this.slider.wrapper)), Math.round(Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["b" /* height */])(this.slider.container) - Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["b" /* height */])(this.slider.wrapper)));
+				}
+				var nextOffset = new __WEBPACK_IMPORTED_MODULE_0__utils_coordinate__["a" /* default */](Math.min(Math.max(slideOffset.x * -1, maxOffset.x * -1), 0), Math.min(Math.max(slideOffset.y * -1, maxOffset.y * -1), 0));
+				if (this.options.loop) {
+					if (!this.options.vertical && Math.abs(this._position.x) > maxOffset.x) {
+						nextOffset.x = 0;
+						this.slider.state.next = 0;
+					} else if (this.options.vertical && Math.abs(this._position.y) > maxOffset.y) {
+						nextOffset.y = 0;
+						this.slider.state.next = 0;
+					}
+				}
+
+				this._position.x = nextOffset.x;
+				this._position.y = nextOffset.y;
+				if (this.options.centerMode) {
+					this._position.x = this._position.x + this.slider.wrapperWidth / 2 - Object(__WEBPACK_IMPORTED_MODULE_1__utils_css__["e" /* width */])(slide) / 2;
+				}
+
+				if (this.slider.direction === 'rtl') {
+					this._position.x = -this._position.x;
+					this._position.y = -this._position.y;
+				}
+				this.slider.container.style.transform = 'translate3d(' + this._position.x + 'px, ' + this._position.y + 'px, 0)';
+
+				/**
+     * update the index with the nextIndex only if
+     * the offset of the nextIndex is in the range of the maxOffset
+     */
+				if (slideOffset.x > maxOffset.x) {
+					this.slider.transitioner.end();
+				}
+			}
+		}
+	}, {
+		key: 'onTransitionEnd',
+		value: function onTransitionEnd(e) {
+			if (this.options.effect === 'translate') {
+
+				if (this.transitioner.isAnimating() && e.target == this.slider.container) {
+					if (this.options.infinite) {
+						this.slider._infinite.onTransitionEnd(e);
+					}
+				}
+				this.transitioner.end();
+			}
+		}
+	}]);
+
+	return Translate;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (Translate);
+
+/***/ }),
+/* 22 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+var defaultOptions = {
+  initialSlide: 0,
+  slidesToScroll: 1,
+  slidesToShow: 1,
+
+  navigation: true,
+  navigationKeys: true,
+  navigationSwipe: true,
+
+  pagination: true,
+
+  loop: false,
+  infinite: false,
+
+  effect: 'translate',
+  duration: 300,
+  timing: 'ease',
+
+  autoplay: false,
+  autoplaySpeed: 3000,
+  pauseOnHover: true,
+  breakpoints: [{
+    changePoint: 480,
+    slidesToShow: 1,
+    slidesToScroll: 1
+  }, {
+    changePoint: 640,
+    slidesToShow: 2,
+    slidesToScroll: 2
+  }, {
+    changePoint: 768,
+    slidesToShow: 3,
+    slidesToScroll: 3
+  }],
+
+  onReady: null,
+  icons: {
+    'previous': '<svg viewBox="0 0 50 80" xml:space="preserve">\n      <polyline fill="currentColor" stroke-width=".5em" stroke-linecap="round" stroke-linejoin="round" points="45.63,75.8 0.375,38.087 45.63,0.375 "/>\n    </svg>',
+    'next': '<svg viewBox="0 0 50 80" xml:space="preserve">\n      <polyline fill="currentColor" stroke-width=".5em" stroke-linecap="round" stroke-linejoin="round" points="0.375,0.375 45.63,38.087 0.375,75.8 "/>\n    </svg>'
+  }
+};
+
+/* harmony default export */ __webpack_exports__["a"] = (defaultOptions);
+
+/***/ }),
+/* 23 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony default export */ __webpack_exports__["a"] = (function (id) {
+  return "<div id=\"" + id + "\" class=\"slider\" tabindex=\"0\">\n    <div class=\"slider-container\"></div>\n  </div>";
+});
+
+/***/ }),
+/* 24 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+/* harmony default export */ __webpack_exports__["a"] = (function () {
+  return "<div class=\"slider-item\"></div>";
+});
+
+/***/ })
+/******/ ])["default"];
+});

LLM2CLIP/docs/_site/static/js/bulma-carousel.min.js

@@ -0,0 +1 @@
+!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.bulmaCarousel=e():t.bulmaCarousel=e()}("undefined"!=typeof self?self:this,function(){return function(i){var n={};function s(t){if(n[t])return n[t].exports;var e=n[t]={i:t,l:!1,exports:{}};return i[t].call(e.exports,e,e.exports,s),e.l=!0,e.exports}return s.m=i,s.c=n,s.d=function(t,e,i){s.o(t,e)||Object.defineProperty(t,e,{configurable:!1,enumerable:!0,get:i})},s.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return s.d(e,"a",e),e},s.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},s.p="",s(s.s=5)}([function(t,e,i){"use strict";i.d(e,"d",function(){return s}),i.d(e,"e",function(){return r}),i.d(e,"b",function(){return o}),i.d(e,"c",function(){return a}),i.d(e,"a",function(){return l});var n=i(2),s=function(e,t){(t=Array.isArray(t)?t:t.split(" 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t=this;this.stop(),this.slider.options.autoplay&&(this.emit("start",this),this._interval=setInterval(function(){t._hovering&&t.slider.options.pauseOnHover||(!t.slider.options.centerMode&&t.slider.state.next>=t.slider.state.length-t.slider.slidesToShow&&!t.slider.options.loop&&!t.slider.options.infinite?t.stop():t.slider.next())},this.slider.options.autoplaySpeed))}},{key:"stop",value:function(){this._interval=clearInterval(this._interval),this.emit("stop",this)}},{key:"pause",value:function(){var t=this,e=0<arguments.length&&void 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this._currentBreakpoint?this._currentBreakpoint.slidesToScroll:this._defaultBreakpoint.slidesToScroll}},{key:"apply",value:function(){this.slider.state.index>=this.slider.state.length&&0!==this.slider.state.index&&(this.slider.state.index=this.slider.state.index-this._currentBreakpoint.slidesToScroll),this.slider.state.length<=this._currentBreakpoint.slidesToShow&&(this.slider.state.index=0),this.options.loop&&this.slider._loop.init().apply(),this.options.infinite&&this.slider._infinite.init().apply(),this.slider._setDimensions(),this.slider._transitioner.init().apply(!0,this.slider._setHeight.bind(this.slider)),this.slider._setClasses(),this.slider._navigation.refresh(),this.slider._pagination.refresh()}},{key:s,value:function(t){var e=this._getActiveBreakpoint();e.slidesToShow!==this._currentBreakpoint.slidesToShow&&(this._currentBreakpoint=e,this.apply())}}]),e}();e.a=r},function(t,e,i){"use strict";var n=function(){function n(t,e){for(var i=0;i<e.length;i++){var 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n=[],s=0;s<this._infiniteCount+this.slider.state.length;s+=1)n.push(this._cloneSlide(this.slider.slides[s%this.slider.state.length],s+this.slider.state.length));this.slider.slides=[].concat(t,function(t){if(Array.isArray(t)){for(var e=0,i=Array(t.length);e<t.length;e++)i[e]=t[e];return i}return Array.from(t)}(this.slider.slides),n)}return this}},{key:"apply",value:function(){}},{key:"onTransitionEnd",value:function(t){this.slider.options.infinite&&(this.slider.state.next>=this.slider.state.length?(this.slider.state.index=this.slider.state.next=this.slider.state.next-this.slider.state.length,this.slider.transitioner.apply(!0)):this.slider.state.next<0&&(this.slider.state.index=this.slider.state.next=this.slider.state.length+this.slider.state.next,this.slider.transitioner.apply(!0)))}},{key:"_cloneSlide",value:function(t,e){var i=t.cloneNode(!0);return i.dataset.sliderIndex=e,i.dataset.cloned=!0,(i.querySelectorAll("[id]")||[]).forEach(function(t){t.setAttribute("id","")}),i}}]),e}();e.a=s},function(t,e,i){"use strict";var n=i(12),s=function(){function n(t,e){for(var i=0;i<e.length;i++){var n=e[i];n.enumerable=n.enumerable||!1,n.configurable=!0,"value"in n&&(n.writable=!0),Object.defineProperty(t,n.key,n)}}return function(t,e,i){return e&&n(t.prototype,e),i&&n(t,i),t}}();var r=function(){function e(t){!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,e),this.slider=t}return s(e,[{key:"init",value:function(){return this}},{key:"apply",value:function(){this.slider.options.loop&&(0<this.slider.state.next?this.slider.state.next<this.slider.state.length?this.slider.state.next>this.slider.state.length-this.slider.slidesToShow&&Object(n.a)(this.slider._slides[this.slider.state.length-1],this.slider.wrapper)?this.slider.state.next=0:this.slider.state.next=Math.min(Math.max(this.slider.state.next,0),this.slider.state.length-this.slider.slidesToShow):this.slider.state.next=0:this.slider.state.next<=0-this.slider.slidesToScroll?this.slider.state.next=this.slider.state.length-this.slider.slidesToShow:this.slider.state.next=0)}}]),e}();e.a=r},function(t,e,i){"use strict";i.d(e,"a",function(){return n});var n=function(t,e){var i=t.getBoundingClientRect();return e=e||document.documentElement,0<=i.top&&0<=i.left&&i.bottom<=(window.innerHeight||e.clientHeight)&&i.right<=(window.innerWidth||e.clientWidth)}},function(t,e,i){"use strict";var n=i(14),s=i(1),r=function(){function n(t,e){for(var i=0;i<e.length;i++){var n=e[i];n.enumerable=n.enumerable||!1,n.configurable=!0,"value"in n&&(n.writable=!0),Object.defineProperty(t,n.key,n)}}return function(t,e,i){return e&&n(t.prototype,e),i&&n(t,i),t}}();var o=function(){function e(t){!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,e),this.slider=t,this._clickEvents=["click","touch"],this._supportsPassive=Object(s.a)(),this.onPreviousClick=this.onPreviousClick.bind(this),this.onNextClick=this.onNextClick.bind(this),this.onKeyUp=this.onKeyUp.bind(this)}return r(e,[{key:"init",value:function(){return this.node=document.createRange().createContextualFragment(Object(n.a)(this.slider.options.icons)),this._ui={previous:this.node.querySelector(".slider-navigation-previous"),next:this.node.querySelector(".slider-navigation-next")},this._unbindEvents(),this._bindEvents(),this.refresh(),this}},{key:"destroy",value:function(){this._unbindEvents()}},{key:"_bindEvents",value:function(){var e=this;this.slider.wrapper.addEventListener("keyup",this.onKeyUp),this._clickEvents.forEach(function(t){e._ui.previous.addEventListener(t,e.onPreviousClick),e._ui.next.addEventListener(t,e.onNextClick)})}},{key:"_unbindEvents",value:function(){var e=this;this.slider.wrapper.removeEventListener("keyup",this.onKeyUp),this._clickEvents.forEach(function(t){e._ui.previous.removeEventListener(t,e.onPreviousClick),e._ui.next.removeEventListener(t,e.onNextClick)})}},{key:"onNextClick",value:function(t){this._supportsPassive||t.preventDefault(),this.slider.options.navigation&&this.slider.next()}},{key:"onPreviousClick",value:function(t){this._supportsPassive||t.preventDefault(),this.slider.options.navigation&&this.slider.previous()}},{key:"onKeyUp",value:function(t){this.slider.options.keyNavigation&&("ArrowRight"===t.key||"Right"===t.key?this.slider.next():"ArrowLeft"!==t.key&&"Left"!==t.key||this.slider.previous())}},{key:"refresh",value:function(){this.slider.options.loop||this.slider.options.infinite||(this.slider.options.navigation&&this.slider.state.length>this.slider.slidesToShow?(this._ui.previous.classList.remove("is-hidden"),this._ui.next.classList.remove("is-hidden"),0===this.slider.state.next?(this._ui.previous.classList.add("is-hidden"),this._ui.next.classList.remove("is-hidden")):this.slider.state.next>=this.slider.state.length-this.slider.slidesToShow&&!this.slider.options.centerMode?(this._ui.previous.classList.remove("is-hidden"),this._ui.next.classList.add("is-hidden")):this.slider.state.next>=this.slider.state.length-1&&this.slider.options.centerMode&&(this._ui.previous.classList.remove("is-hidden"),this._ui.next.classList.add("is-hidden"))):(this._ui.previous.classList.add("is-hidden"),this._ui.next.classList.add("is-hidden")))}},{key:"render",value:function(){return this.node}}]),e}();e.a=o},function(t,e,i){"use strict";e.a=function(t){return'<div class="slider-navigation-previous">'+t.previous+'</div>\n<div class="slider-navigation-next">'+t.next+"</div>"}},function(t,e,i){"use strict";var n=i(16),s=i(17),r=i(1),o=function(){function n(t,e){for(var i=0;i<e.length;i++){var n=e[i];n.enumerable=n.enumerable||!1,n.configurable=!0,"value"in n&&(n.writable=!0),Object.defineProperty(t,n.key,n)}}return function(t,e,i){return e&&n(t.prototype,e),i&&n(t,i),t}}();var a=function(){function e(t){!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,e),this.slider=t,this._clickEvents=["click","touch"],this._supportsPassive=Object(r.a)(),this.onPageClick=this.onPageClick.bind(this),this.onResize=this.onResize.bind(this)}return o(e,[{key:"init",value:function(){return this._pages=[],this.node=document.createRange().createContextualFragment(Object(n.a)()),this._ui={container:this.node.firstChild},this._count=Math.ceil((this.slider.state.length-this.slider.slidesToShow)/this.slider.slidesToScroll),this._draw(),this.refresh(),this}},{key:"destroy",value:function(){this._unbindEvents()}},{key:"_bindEvents",value:function(){var i=this;window.addEventListener("resize",this.onResize),window.addEventListener("orientationchange",this.onResize),this._clickEvents.forEach(function(e){i._pages.forEach(function(t){return t.addEventListener(e,i.onPageClick)})})}},{key:"_unbindEvents",value:function(){var i=this;window.removeEventListener("resize",this.onResize),window.removeEventListener("orientationchange",this.onResize),this._clickEvents.forEach(function(e){i._pages.forEach(function(t){return t.removeEventListener(e,i.onPageClick)})})}},{key:"_draw",value:function(){if(this._ui.container.innerHTML="",this.slider.options.pagination&&this.slider.state.length>this.slider.slidesToShow){for(var t=0;t<=this._count;t++){var e=document.createRange().createContextualFragment(Object(s.a)()).firstChild;e.dataset.index=t*this.slider.slidesToScroll,this._pages.push(e),this._ui.container.appendChild(e)}this._bindEvents()}}},{key:"onPageClick",value:function(t){this._supportsPassive||t.preventDefault(),this.slider.state.next=t.currentTarget.dataset.index,this.slider.show()}},{key:"onResize",value:function(){this._draw()}},{key:"refresh",value:function(){var e=this,t=void 0;(t=this.slider.options.infinite?Math.ceil(this.slider.state.length-1/this.slider.slidesToScroll):Math.ceil((this.slider.state.length-this.slider.slidesToShow)/this.slider.slidesToScroll))!==this._count&&(this._count=t,this._draw()),this._pages.forEach(function(t){t.classList.remove("is-active"),parseInt(t.dataset.index,10)===e.slider.state.next%e.slider.state.length&&t.classList.add("is-active")})}},{key:"render",value:function(){return this.node}}]),e}();e.a=a},function(t,e,i){"use strict";e.a=function(){return'<div class="slider-pagination"></div>'}},function(t,e,i){"use strict";e.a=function(){return'<div class="slider-page"></div>'}},function(t,e,i){"use strict";var n=i(4),s=i(1),r=function(){function n(t,e){for(var i=0;i<e.length;i++){var n=e[i];n.enumerable=n.enumerable||!1,n.configurable=!0,"value"in n&&(n.writable=!0),Object.defineProperty(t,n.key,n)}}return function(t,e,i){return e&&n(t.prototype,e),i&&n(t,i),t}}();var o=function(){function e(t){!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,e),this.slider=t,this._supportsPassive=Object(s.a)(),this.onStartDrag=this.onStartDrag.bind(this),this.onMoveDrag=this.onMoveDrag.bind(this),this.onStopDrag=this.onStopDrag.bind(this),this._init()}return r(e,[{key:"_init",value:function(){}},{key:"bindEvents",value:function(){var e=this;this.slider.container.addEventListener("dragstart",function(t){e._supportsPassive||t.preventDefault()}),this.slider.container.addEventListener("mousedown",this.onStartDrag),this.slider.container.addEventListener("touchstart",this.onStartDrag),window.addEventListener("mousemove",this.onMoveDrag),window.addEventListener("touchmove",this.onMoveDrag),window.addEventListener("mouseup",this.onStopDrag),window.addEventListener("touchend",this.onStopDrag),window.addEventListener("touchcancel",this.onStopDrag)}},{key:"unbindEvents",value:function(){var e=this;this.slider.container.removeEventListener("dragstart",function(t){e._supportsPassive||t.preventDefault()}),this.slider.container.removeEventListener("mousedown",this.onStartDrag),this.slider.container.removeEventListener("touchstart",this.onStartDrag),window.removeEventListener("mousemove",this.onMoveDrag),window.removeEventListener("touchmove",this.onMoveDrag),window.removeEventListener("mouseup",this.onStopDrag),window.removeEventListener("mouseup",this.onStopDrag),window.removeEventListener("touchcancel",this.onStopDrag)}},{key:"onStartDrag",value:function(t){if(t.touches){if(1<t.touches.length)return;t=t.touches[0]}this._origin=new n.a(t.screenX,t.screenY),this.width=this.slider.wrapperWidth,this.slider.transitioner.disable()}},{key:"onMoveDrag",value:function(t){if(this._origin){var e=t.touches?t.touches[0]:t;this._lastTranslate=new n.a(e.screenX-this._origin.x,e.screenY-this._origin.y),t.touches&&Math.abs(this._lastTranslate.x)>Math.abs(this._lastTranslate.y)&&(this._supportsPassive||t.preventDefault(),t.stopPropagation())}}},{key:"onStopDrag",value:function(t){this._origin&&this._lastTranslate&&(Math.abs(this._lastTranslate.x)>.2*this.width?this._lastTranslate.x<0?this.slider.next():this.slider.previous():this.slider.show(!0)),this._origin=null,this._lastTranslate=null}}]),e}();e.a=o},function(t,e,i){"use strict";var n=i(20),s=i(21),r=function(){function n(t,e){for(var i=0;i<e.length;i++){var n=e[i];n.enumerable=n.enumerable||!1,n.configurable=!0,"value"in n&&(n.writable=!0),Object.defineProperty(t,n.key,n)}}return function(t,e,i){return e&&n(t.prototype,e),i&&n(t,i),t}}();var o=function(){function e(t){!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,e),this.slider=t,this.options=t.options,this._animating=!1,this._animation=void 0,this._translate=new s.a(this,t,t.options),this._fade=new n.a(this,t,t.options)}return r(e,[{key:"init",value:function(){return this._fade.init(),this._translate.init(),this}},{key:"isAnimating",value:function(){return this._animating}},{key:"enable",value:function(){this._animation&&this._animation.enable()}},{key:"disable",value:function(){this._animation&&this._animation.disable()}},{key:"apply",value:function(t,e){if(!this._animating||t){switch(this.options.effect){case"fade":this._animation=this._fade;break;case"translate":default:this._animation=this._translate}this._animationCallback=e,t?this._animation&&this._animation.disable():(this._animation&&this._animation.enable(),this._animating=!0),this._animation&&this._animation.apply(),t&&this.end()}}},{key:"end",value:function(){this._animating=!1,this._animation=void 0,this.slider.state.index=this.slider.state.next,this._animationCallback&&this._animationCallback()}}]),e}();e.a=o},function(t,e,i){"use strict";var s=i(0),r=Object.assign||function(t){for(var e=1;e<arguments.length;e++){var i=arguments[e];for(var n in i)Object.prototype.hasOwnProperty.call(i,n)&&(t[n]=i[n])}return t},o=function(){function n(t,e){for(var i=0;i<e.length;i++){var n=e[i];n.enumerable=n.enumerable||!1,n.configurable=!0,"value"in n&&(n.writable=!0),Object.defineProperty(t,n.key,n)}}return function(t,e,i){return e&&n(t.prototype,e),i&&n(t,i),t}}();var n=function(){function n(t,e){var i=2<arguments.length&&void 0!==arguments[2]?arguments[2]:{};!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,n),this.transitioner=t,this.slider=e,this.options=r({},i)}return o(n,[{key:"init",value:function(){var i=this;return"fade"===this.options.effect&&this.slider.slides.forEach(function(t,e){Object(s.a)(t,{position:"absolute",left:0,top:0,bottom:0,"z-index":t.dataset.sliderIndex==i.slider.state.index?0:-2,opacity:t.dataset.sliderIndex==i.slider.state.index?1:0})}),this}},{key:"enable",value:function(){var e=this;this._oldSlide=this.slider.slides.filter(function(t){return t.dataset.sliderIndex==e.slider.state.index})[0],this._newSlide=this.slider.slides.filter(function(t){return t.dataset.sliderIndex==e.slider.state.next})[0],this._newSlide&&(this._newSlide.addEventListener("transitionend",this.onTransitionEnd.bind(this)),this._newSlide.style.transition=this.options.duration+"ms "+this.options.timing,this._oldSlide&&(this._oldSlide.addEventListener("transitionend",this.onTransitionEnd.bind(this)),this._oldSlide.style.transition=this.options.duration+"ms "+this.options.timing))}},{key:"disable",value:function(){var e=this;this._oldSlide=this.slider.slides.filter(function(t){return t.dataset.sliderIndex==e.slider.state.index})[0],this._newSlide=this.slider.slides.filter(function(t){return t.dataset.sliderIndex==e.slider.state.next})[0],this._newSlide&&(this._newSlide.removeEventListener("transitionend",this.onTransitionEnd.bind(this)),this._newSlide.style.transition="none",this._oldSlide&&(this._oldSlide.removeEventListener("transitionend",this.onTransitionEnd.bind(this)),this._oldSlide.style.transition="none"))}},{key:"apply",value:function(t){var e=this;this._oldSlide=this.slider.slides.filter(function(t){return t.dataset.sliderIndex==e.slider.state.index})[0],this._newSlide=this.slider.slides.filter(function(t){return t.dataset.sliderIndex==e.slider.state.next})[0],this._oldSlide&&this._newSlide&&(Object(s.a)(this._oldSlide,{opacity:0}),Object(s.a)(this._newSlide,{opacity:1,"z-index":t?0:-1}))}},{key:"onTransitionEnd",value:function(t){"fade"===this.options.effect&&(this.transitioner.isAnimating()&&t.target==this._newSlide&&(this._newSlide&&(Object(s.a)(this._newSlide,{"z-index":0}),this._newSlide.removeEventListener("transitionend",this.onTransitionEnd.bind(this))),this._oldSlide&&(Object(s.a)(this._oldSlide,{"z-index":-2}),this._oldSlide.removeEventListener("transitionend",this.onTransitionEnd.bind(this)))),this.transitioner.end())}}]),n}();e.a=n},function(t,e,i){"use strict";var r=i(4),o=i(0),s=Object.assign||function(t){for(var e=1;e<arguments.length;e++){var i=arguments[e];for(var n in i)Object.prototype.hasOwnProperty.call(i,n)&&(t[n]=i[n])}return t},a=function(){function n(t,e){for(var i=0;i<e.length;i++){var n=e[i];n.enumerable=n.enumerable||!1,n.configurable=!0,"value"in n&&(n.writable=!0),Object.defineProperty(t,n.key,n)}}return function(t,e,i){return e&&n(t.prototype,e),i&&n(t,i),t}}();var n=function(){function n(t,e){var i=2<arguments.length&&void 0!==arguments[2]?arguments[2]:{};!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,n),this.transitioner=t,this.slider=e,this.options=s({},i),this.onTransitionEnd=this.onTransitionEnd.bind(this)}return a(n,[{key:"init",value:function(){return this._position=new r.a(this.slider.container.offsetLeft,this.slider.container.offsetTop),this._bindEvents(),this}},{key:"destroy",value:function(){this._unbindEvents()}},{key:"_bindEvents",value:function(){this.slider.container.addEventListener("transitionend",this.onTransitionEnd)}},{key:"_unbindEvents",value:function(){this.slider.container.removeEventListener("transitionend",this.onTransitionEnd)}},{key:"enable",value:function(){this.slider.container.style.transition=this.options.duration+"ms "+this.options.timing}},{key:"disable",value:function(){this.slider.container.style.transition="none"}},{key:"apply",value:function(){var e=this,t=void 0;if("translate"===this.options.effect){var i=this.slider.slides.filter(function(t){return t.dataset.sliderIndex==e.slider.state.next})[0],n=new r.a(i.offsetLeft,i.offsetTop);t=this.options.centerMode?new r.a(Math.round(Object(o.e)(this.slider.container)),Math.round(Object(o.b)(this.slider.container))):new r.a(Math.round(Object(o.e)(this.slider.container)-Object(o.e)(this.slider.wrapper)),Math.round(Object(o.b)(this.slider.container)-Object(o.b)(this.slider.wrapper)));var s=new r.a(Math.min(Math.max(-1*n.x,-1*t.x),0),Math.min(Math.max(-1*n.y,-1*t.y),0));this.options.loop&&(!this.options.vertical&&Math.abs(this._position.x)>t.x?(s.x=0,this.slider.state.next=0):this.options.vertical&&Math.abs(this._position.y)>t.y&&(s.y=0,this.slider.state.next=0)),this._position.x=s.x,this._position.y=s.y,this.options.centerMode&&(this._position.x=this._position.x+this.slider.wrapperWidth/2-Object(o.e)(i)/2),"rtl"===this.slider.direction&&(this._position.x=-this._position.x,this._position.y=-this._position.y),this.slider.container.style.transform="translate3d("+this._position.x+"px, "+this._position.y+"px, 0)",n.x>t.x&&this.slider.transitioner.end()}}},{key:"onTransitionEnd",value:function(t){"translate"===this.options.effect&&(this.transitioner.isAnimating()&&t.target==this.slider.container&&this.options.infinite&&this.slider._infinite.onTransitionEnd(t),this.transitioner.end())}}]),n}();e.a=n},function(t,e,i){"use strict";e.a={initialSlide:0,slidesToScroll:1,slidesToShow:1,navigation:!0,navigationKeys:!0,navigationSwipe:!0,pagination:!0,loop:!1,infinite:!1,effect:"translate",duration:300,timing:"ease",autoplay:!1,autoplaySpeed:3e3,pauseOnHover:!0,breakpoints:[{changePoint:480,slidesToShow:1,slidesToScroll:1},{changePoint:640,slidesToShow:2,slidesToScroll:2},{changePoint:768,slidesToShow:3,slidesToScroll:3}],onReady:null,icons:{previous:'<svg viewBox="0 0 50 80" xml:space="preserve">\n      <polyline fill="currentColor" stroke-width=".5em" stroke-linecap="round" stroke-linejoin="round" points="45.63,75.8 0.375,38.087 45.63,0.375 "/>\n    </svg>',next:'<svg viewBox="0 0 50 80" xml:space="preserve">\n      <polyline fill="currentColor" stroke-width=".5em" stroke-linecap="round" stroke-linejoin="round" points="0.375,0.375 45.63,38.087 0.375,75.8 "/>\n    </svg>'}}},function(t,e,i){"use strict";e.a=function(t){return'<div id="'+t+'" class="slider" tabindex="0">\n    <div class="slider-container"></div>\n  </div>'}},function(t,e,i){"use strict";e.a=function(){return'<div class="slider-item"></div>'}}]).default});

LLM2CLIP/docs/_site/static/js/bulma-slider.js

@@ -0,0 +1,461 @@
+(function webpackUniversalModuleDefinition(root, factory) {
+	if(typeof exports === 'object' && typeof module === 'object')
+		module.exports = factory();
+	else if(typeof define === 'function' && define.amd)
+		define([], factory);
+	else if(typeof exports === 'object')
+		exports["bulmaSlider"] = factory();
+	else
+		root["bulmaSlider"] = factory();
+})(typeof self !== 'undefined' ? self : this, function() {
+return /******/ (function(modules) { // webpackBootstrap
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+/* 0 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+Object.defineProperty(__webpack_exports__, "__esModule", { value: true });
+/* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "isString", function() { return isString; });
+/* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__events__ = __webpack_require__(1);
+var _extends = Object.assign || function (target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i]; for (var key in source) { if (Object.prototype.hasOwnProperty.call(source, key)) { target[key] = source[key]; } } } return target; };
+
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+var _typeof = typeof Symbol === "function" && typeof Symbol.iterator === "symbol" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === "function" && obj.constructor === Symbol && obj !== Symbol.prototype ? "symbol" : typeof obj; };
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+function _possibleConstructorReturn(self, call) { if (!self) { throw new ReferenceError("this hasn't been initialised - super() hasn't been called"); } return call && (typeof call === "object" || typeof call === "function") ? call : self; }
+
+function _inherits(subClass, superClass) { if (typeof superClass !== "function" && superClass !== null) { throw new TypeError("Super expression must either be null or a function, not " + typeof superClass); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, enumerable: false, writable: true, configurable: true } }); if (superClass) Object.setPrototypeOf ? Object.setPrototypeOf(subClass, superClass) : subClass.__proto__ = superClass; }
+
+
+
+var isString = function isString(unknown) {
+  return typeof unknown === 'string' || !!unknown && (typeof unknown === 'undefined' ? 'undefined' : _typeof(unknown)) === 'object' && Object.prototype.toString.call(unknown) === '[object String]';
+};
+
+var bulmaSlider = function (_EventEmitter) {
+  _inherits(bulmaSlider, _EventEmitter);
+
+  function bulmaSlider(selector) {
+    var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {};
+
+    _classCallCheck(this, bulmaSlider);
+
+    var _this = _possibleConstructorReturn(this, (bulmaSlider.__proto__ || Object.getPrototypeOf(bulmaSlider)).call(this));
+
+    _this.element = typeof selector === 'string' ? document.querySelector(selector) : selector;
+    // An invalid selector or non-DOM node has been provided.
+    if (!_this.element) {
+      throw new Error('An invalid selector or non-DOM node has been provided.');
+    }
+
+    _this._clickEvents = ['click'];
+    /// Set default options and merge with instance defined
+    _this.options = _extends({}, options);
+
+    _this.onSliderInput = _this.onSliderInput.bind(_this);
+
+    _this.init();
+    return _this;
+  }
+
+  /**
+   * Initiate all DOM element containing selector
+   * @method
+   * @return {Array} Array of all slider instances
+   */
+
+
+  _createClass(bulmaSlider, [{
+    key: 'init',
+
+
+    /**
+     * Initiate plugin
+     * @method init
+     * @return {void}
+     */
+    value: function init() {
+      this._id = 'bulmaSlider' + new Date().getTime() + Math.floor(Math.random() * Math.floor(9999));
+      this.output = this._findOutputForSlider();
+
+      this._bindEvents();
+
+      if (this.output) {
+        if (this.element.classList.contains('has-output-tooltip')) {
+          // Get new output position
+          var newPosition = this._getSliderOutputPosition();
+
+          // Set output position
+          this.output.style['left'] = newPosition.position;
+        }
+      }
+
+      this.emit('bulmaslider:ready', this.element.value);
+    }
+  }, {
+    key: '_findOutputForSlider',
+    value: function _findOutputForSlider() {
+      var _this2 = this;
+
+      var result = null;
+      var outputs = document.getElementsByTagName('output') || [];
+
+      Array.from(outputs).forEach(function (output) {
+        if (output.htmlFor == _this2.element.getAttribute('id')) {
+          result = output;
+          return true;
+        }
+      });
+      return result;
+    }
+  }, {
+    key: '_getSliderOutputPosition',
+    value: function _getSliderOutputPosition() {
+      // Update output position
+      var newPlace, minValue;
+
+      var style = window.getComputedStyle(this.element, null);
+      // Measure width of range input
+      var sliderWidth = parseInt(style.getPropertyValue('width'), 10);
+
+      // Figure out placement percentage between left and right of input
+      if (!this.element.getAttribute('min')) {
+        minValue = 0;
+      } else {
+        minValue = this.element.getAttribute('min');
+      }
+      var newPoint = (this.element.value - minValue) / (this.element.getAttribute('max') - minValue);
+
+      // Prevent bubble from going beyond left or right (unsupported browsers)
+      if (newPoint < 0) {
+        newPlace = 0;
+      } else if (newPoint > 1) {
+        newPlace = sliderWidth;
+      } else {
+        newPlace = sliderWidth * newPoint;
+      }
+
+      return {
+        'position': newPlace + 'px'
+      };
+    }
+
+    /**
+     * Bind all events
+     * @method _bindEvents
+     * @return {void}
+     */
+
+  }, {
+    key: '_bindEvents',
+    value: function _bindEvents() {
+      if (this.output) {
+        // Add event listener to update output when slider value change
+        this.element.addEventListener('input', this.onSliderInput, false);
+      }
+    }
+  }, {
+    key: 'onSliderInput',
+    value: function onSliderInput(e) {
+      e.preventDefault();
+
+      if (this.element.classList.contains('has-output-tooltip')) {
+        // Get new output position
+        var newPosition = this._getSliderOutputPosition();
+
+        // Set output position
+        this.output.style['left'] = newPosition.position;
+      }
+
+      // Check for prefix and postfix
+      var prefix = this.output.hasAttribute('data-prefix') ? this.output.getAttribute('data-prefix') : '';
+      var postfix = this.output.hasAttribute('data-postfix') ? this.output.getAttribute('data-postfix') : '';
+
+      // Update output with slider value
+      this.output.value = prefix + this.element.value + postfix;
+
+      this.emit('bulmaslider:ready', this.element.value);
+    }
+  }], [{
+    key: 'attach',
+    value: function attach() {
+      var _this3 = this;
+
+      var selector = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 'input[type="range"].slider';
+      var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {};
+
+      var instances = new Array();
+
+      var elements = isString(selector) ? document.querySelectorAll(selector) : Array.isArray(selector) ? selector : [selector];
+      elements.forEach(function (element) {
+        if (typeof element[_this3.constructor.name] === 'undefined') {
+          var instance = new bulmaSlider(element, options);
+          element[_this3.constructor.name] = instance;
+          instances.push(instance);
+        } else {
+          instances.push(element[_this3.constructor.name]);
+        }
+      });
+
+      return instances;
+    }
+  }]);
+
+  return bulmaSlider;
+}(__WEBPACK_IMPORTED_MODULE_0__events__["a" /* default */]);
+
+/* harmony default export */ __webpack_exports__["default"] = (bulmaSlider);
+
+/***/ }),
+/* 1 */
+/***/ (function(module, __webpack_exports__, __webpack_require__) {
+
+"use strict";
+var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();
+
+function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } }
+
+var EventEmitter = function () {
+  function EventEmitter() {
+    var listeners = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : [];
+
+    _classCallCheck(this, EventEmitter);
+
+    this._listeners = new Map(listeners);
+    this._middlewares = new Map();
+  }
+
+  _createClass(EventEmitter, [{
+    key: "listenerCount",
+    value: function listenerCount(eventName) {
+      if (!this._listeners.has(eventName)) {
+        return 0;
+      }
+
+      var eventListeners = this._listeners.get(eventName);
+      return eventListeners.length;
+    }
+  }, {
+    key: "removeListeners",
+    value: function removeListeners() {
+      var _this = this;
+
+      var eventName = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null;
+      var middleware = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : false;
+
+      if (eventName !== null) {
+        if (Array.isArray(eventName)) {
+          name.forEach(function (e) {
+            return _this.removeListeners(e, middleware);
+          });
+        } else {
+          this._listeners.delete(eventName);
+
+          if (middleware) {
+            this.removeMiddleware(eventName);
+          }
+        }
+      } else {
+        this._listeners = new Map();
+      }
+    }
+  }, {
+    key: "middleware",
+    value: function middleware(eventName, fn) {
+      var _this2 = this;
+
+      if (Array.isArray(eventName)) {
+        name.forEach(function (e) {
+          return _this2.middleware(e, fn);
+        });
+      } else {
+        if (!Array.isArray(this._middlewares.get(eventName))) {
+          this._middlewares.set(eventName, []);
+        }
+
+        this._middlewares.get(eventName).push(fn);
+      }
+    }
+  }, {
+    key: "removeMiddleware",
+    value: function removeMiddleware() {
+      var _this3 = this;
+
+      var eventName = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null;
+
+      if (eventName !== null) {
+        if (Array.isArray(eventName)) {
+          name.forEach(function (e) {
+            return _this3.removeMiddleware(e);
+          });
+        } else {
+          this._middlewares.delete(eventName);
+        }
+      } else {
+        this._middlewares = new Map();
+      }
+    }
+  }, {
+    key: "on",
+    value: function on(name, callback) {
+      var _this4 = this;
+
+      var once = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : false;
+
+      if (Array.isArray(name)) {
+        name.forEach(function (e) {
+          return _this4.on(e, callback);
+        });
+      } else {
+        name = name.toString();
+        var split = name.split(/,|, | /);
+
+        if (split.length > 1) {
+          split.forEach(function (e) {
+            return _this4.on(e, callback);
+          });
+        } else {
+          if (!Array.isArray(this._listeners.get(name))) {
+            this._listeners.set(name, []);
+          }
+
+          this._listeners.get(name).push({ once: once, callback: callback });
+        }
+      }
+    }
+  }, {
+    key: "once",
+    value: function once(name, callback) {
+      this.on(name, callback, true);
+    }
+  }, {
+    key: "emit",
+    value: function emit(name, data) {
+      var _this5 = this;
+
+      var silent = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : false;
+
+      name = name.toString();
+      var listeners = this._listeners.get(name);
+      var middlewares = null;
+      var doneCount = 0;
+      var execute = silent;
+
+      if (Array.isArray(listeners)) {
+        listeners.forEach(function (listener, index) {
+          // Start Middleware checks unless we're doing a silent emit
+          if (!silent) {
+            middlewares = _this5._middlewares.get(name);
+            // Check and execute Middleware
+            if (Array.isArray(middlewares)) {
+              middlewares.forEach(function (middleware) {
+                middleware(data, function () {
+                  var newData = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null;
+
+                  if (newData !== null) {
+                    data = newData;
+                  }
+                  doneCount++;
+                }, name);
+              });
+
+              if (doneCount >= middlewares.length) {
+                execute = true;
+              }
+            } else {
+              execute = true;
+            }
+          }
+
+          // If Middleware checks have been passed, execute
+          if (execute) {
+            if (listener.once) {
+              listeners[index] = null;
+            }
+            listener.callback(data);
+          }
+        });
+
+        // Dirty way of removing used Events
+        while (listeners.indexOf(null) !== -1) {
+          listeners.splice(listeners.indexOf(null), 1);
+        }
+      }
+    }
+  }]);
+
+  return EventEmitter;
+}();
+
+/* harmony default export */ __webpack_exports__["a"] = (EventEmitter);
+
+/***/ })
+/******/ ])["default"];
+});

LLM2CLIP/docs/_site/static/js/bulma-slider.min.js

@@ -0,0 +1 @@
+!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.bulmaSlider=e():t.bulmaSlider=e()}("undefined"!=typeof self?self:this,function(){return function(n){var r={};function i(t){if(r[t])return r[t].exports;var e=r[t]={i:t,l:!1,exports:{}};return n[t].call(e.exports,e,e.exports,i),e.l=!0,e.exports}return i.m=n,i.c=r,i.d=function(t,e,n){i.o(t,e)||Object.defineProperty(t,e,{configurable:!1,enumerable:!0,get:n})},i.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return i.d(e,"a",e),e},i.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},i.p="",i(i.s=0)}([function(t,e,n){"use strict";Object.defineProperty(e,"__esModule",{value:!0}),n.d(e,"isString",function(){return l});var r=n(1),i=Object.assign||function(t){for(var e=1;e<arguments.length;e++){var n=arguments[e];for(var r in n)Object.prototype.hasOwnProperty.call(n,r)&&(t[r]=n[r])}return t},u=function(){function r(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,"value"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(t,e,n){return e&&r(t.prototype,e),n&&r(t,n),t}}(),o="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t};var l=function(t){return"string"==typeof t||!!t&&"object"===(void 0===t?"undefined":o(t))&&"[object String]"===Object.prototype.toString.call(t)},a=function(t){function o(t){var e=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{};!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,o);var n=function(t,e){if(!t)throw new ReferenceError("this hasn't been initialised - super() hasn't been called");return!e||"object"!=typeof e&&"function"!=typeof e?t:e}(this,(o.__proto__||Object.getPrototypeOf(o)).call(this));if(n.element="string"==typeof t?document.querySelector(t):t,!n.element)throw new Error("An invalid selector or non-DOM node has been provided.");return n._clickEvents=["click"],n.options=i({},e),n.onSliderInput=n.onSliderInput.bind(n),n.init(),n}return function(t,e){if("function"!=typeof e&&null!==e)throw new TypeError("Super expression must either be null or a function, not "+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}(o,r["a"]),u(o,[{key:"init",value:function(){if(this._id="bulmaSlider"+(new Date).getTime()+Math.floor(Math.random()*Math.floor(9999)),this.output=this._findOutputForSlider(),this._bindEvents(),this.output&&this.element.classList.contains("has-output-tooltip")){var t=this._getSliderOutputPosition();this.output.style.left=t.position}this.emit("bulmaslider:ready",this.element.value)}},{key:"_findOutputForSlider",value:function(){var e=this,n=null,t=document.getElementsByTagName("output")||[];return Array.from(t).forEach(function(t){if(t.htmlFor==e.element.getAttribute("id"))return n=t,!0}),n}},{key:"_getSliderOutputPosition",value:function(){var t,e=window.getComputedStyle(this.element,null),n=parseInt(e.getPropertyValue("width"),10);t=this.element.getAttribute("min")?this.element.getAttribute("min"):0;var r=(this.element.value-t)/(this.element.getAttribute("max")-t);return{position:(r<0?0:1<r?n:n*r)+"px"}}},{key:"_bindEvents",value:function(){this.output&&this.element.addEventListener("input",this.onSliderInput,!1)}},{key:"onSliderInput",value:function(t){if(t.preventDefault(),this.element.classList.contains("has-output-tooltip")){var e=this._getSliderOutputPosition();this.output.style.left=e.position}var n=this.output.hasAttribute("data-prefix")?this.output.getAttribute("data-prefix"):"",r=this.output.hasAttribute("data-postfix")?this.output.getAttribute("data-postfix"):"";this.output.value=n+this.element.value+r,this.emit("bulmaslider:ready",this.element.value)}}],[{key:"attach",value:function(){var n=this,t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:'input[type="range"].slider',r=1<arguments.length&&void 0!==arguments[1]?arguments[1]:{},i=new Array;return(l(t)?document.querySelectorAll(t):Array.isArray(t)?t:[t]).forEach(function(t){if(void 0===t[n.constructor.name]){var e=new o(t,r);t[n.constructor.name]=e,i.push(e)}else i.push(t[n.constructor.name])}),i}}]),o}();e.default=a},function(t,e,n){"use strict";var r=function(){function r(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,"value"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(t,e,n){return e&&r(t.prototype,e),n&&r(t,n),t}}();var i=function(){function e(){var t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:[];!function(t,e){if(!(t instanceof e))throw new TypeError("Cannot call a class as a function")}(this,e),this._listeners=new Map(t),this._middlewares=new Map}return r(e,[{key:"listenerCount",value:function(t){return this._listeners.has(t)?this._listeners.get(t).length:0}},{key:"removeListeners",value:function(){var e=this,t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:null,n=1<arguments.length&&void 0!==arguments[1]&&arguments[1];null!==t?Array.isArray(t)?name.forEach(function(t){return e.removeListeners(t,n)}):(this._listeners.delete(t),n&&this.removeMiddleware(t)):this._listeners=new Map}},{key:"middleware",value:function(t,e){var n=this;Array.isArray(t)?name.forEach(function(t){return n.middleware(t,e)}):(Array.isArray(this._middlewares.get(t))||this._middlewares.set(t,[]),this._middlewares.get(t).push(e))}},{key:"removeMiddleware",value:function(){var e=this,t=0<arguments.length&&void 0!==arguments[0]?arguments[0]:null;null!==t?Array.isArray(t)?name.forEach(function(t){return e.removeMiddleware(t)}):this._middlewares.delete(t):this._middlewares=new Map}},{key:"on",value:function(t,e){var n=this,r=2<arguments.length&&void 0!==arguments[2]&&arguments[2];if(Array.isArray(t))t.forEach(function(t){return n.on(t,e)});else{var i=(t=t.toString()).split(/,|, | /);1<i.length?i.forEach(function(t){return n.on(t,e)}):(Array.isArray(this._listeners.get(t))||this._listeners.set(t,[]),this._listeners.get(t).push({once:r,callback:e}))}}},{key:"once",value:function(t,e){this.on(t,e,!0)}},{key:"emit",value:function(n,r){var i=this,o=2<arguments.length&&void 0!==arguments[2]&&arguments[2];n=n.toString();var u=this._listeners.get(n),l=null,a=0,s=o;if(Array.isArray(u))for(u.forEach(function(t,e){o||(l=i._middlewares.get(n),Array.isArray(l)?(l.forEach(function(t){t(r,function(){var t=0<arguments.length&&void 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LLM2CLIP/docs/about.markdown

@@ -0,0 +1,18 @@
+---
+layout: page
+title: About
+permalink: /about/
+---
+
+This is the base Jekyll theme. You can find out more info about customizing your Jekyll theme, as well as basic Jekyll usage documentation at [jekyllrb.com](https://jekyllrb.com/)
+
+You can find the source code for Minima at GitHub:
+[jekyll][jekyll-organization] /
+[minima](https://github.com/jekyll/minima)
+
+You can find the source code for Jekyll at GitHub:
+[jekyll][jekyll-organization] /
+[jekyll](https://github.com/jekyll/jekyll)
+
+
+[jekyll-organization]: https://github.com/jekyll

LLM2CLIP/docs/index.html

@@ -0,0 +1,573 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <meta name="description" content="LLM2CLIP: Powerful Language Model Unlock Richer Visual Representation">
+  <meta name="keywords" content="LLM, CLIP, Multimodal Learning, Vision-Language">
+  <meta name="viewport" content="width=device-width, initial-scale=1">
+  <title>LLM2CLIP: Powerful Language Model Unlock Richer Visual Representation</title>
+  <link rel="icon" href="static/images/logo.png" type="image/x-icon">
+
+  <!-- Google Analytics -->
+  <script async src="https://www.googletagmanager.com/gtag/js?id=G-PYVRSFMDRL"></script>
+  <script>
+    window.dataLayer = window.dataLayer || [];
+    function gtag() { dataLayer.push(arguments); }
+    gtag('js', new Date());
+    gtag('config', 'G-PYVRSFMDRL');
+  </script>
+
+  <!-- Fonts and Stylesheets -->
+  <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" rel="stylesheet">
+  <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bulma/0.9.4/css/bulma.min.css">
+  <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0-beta3/css/all.min.css">
+  <link rel="stylesheet" href="./static/css/index.css">
+
+  <!-- JQuery -->
+  <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
+  <script defer src="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0-beta3/js/all.min.js"></script>
+</head>
+
+<body>
+  <!-- Header Section -->
+  <section class="hero is-primary is-bold">
+    <div class="hero-body">
+      <div class="container has-text-centered">
+          <img src="static/images/logo.png" alt="LLM2CLIP Logo" style="max-width: 100px; margin-bottom: 20px;">
+          <h1 class="title is-1">LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation</h1>
+        <h2 class="subtitle is-4">Weiquan Huang<sup>1*</sup>, Aoqi Wu<sup>1*</sup>, Yifan Yang<sup>2†</sup>, Xufang Luo<sup>2</sup>, Yuqing Yang<sup>2</sup>, Liang Hu<sup>1</sup>, Qi Dai<sup>2</sup>, Xiyang Dai<sup>2</sup>, Dongdong Chen<sup>2</sup>, Chong Luo<sup>2</sup>, Lili Qiu<sup>2</sup></h2>
+        <div class="is-size-5">
+          <span class="author-block"><sup>1</sup>Tongji University</span>,
+          <span class="author-block"><sup>2</sup>Microsoft Corporation</span>
+        </div>
+        <div class="is-size-5">
+          <span class="author-block"><sup>*</sup>Equal Contribution, work done during internship at Microsoft Research Asia</span>
+          <span class="author-block"><sup>†</sup>Corresponding to: <a class="pl-2" href="mailto:yifanyang@microsoft.com">yifanyang@microsoft.com</a></span>
+        </div>
+        <div class="publication-links mt-4">
+          <!-- Paper Link -->
+          <span class="link-block">
+            <a href="https://arxiv.org/abs/2411.04997" class="external-link button is-normal is-rounded is-dark">
+              <span class="icon"><i class="fas fa-file-pdf"></i></span>
+              <span>Paper</span>
+            </a>
+          </span>
+          <!-- Code Link -->
+          <span class="link-block">
+            <a href="https://github.com/microsoft/LLM2CLIP/" class="external-link button is-normal is-rounded is-dark">
+              <span class="icon"><i class="fab fa-github"></i></span>
+              <span>Code</span>
+            </a>
+          </span>
+          <!-- Huggingface Link -->
+          <span class="link-block">
+            <a href="https://huggingface.co/collections/microsoft/llm2clip-672323a266173cfa40b32d4c" class="external-link button is-normal is-rounded is-dark">
+              <span class="icon"><img src="static/images/huggingface_logo-noborder.svg" alt=""></span>
+              <span>HF</span>
+            </a>
+          </span>
+        </div>
+      </div>
+    </div>
+  </section>
+
+  <!-- News Section -->
+  <section class="section">
+    <div class="container">
+      <h2 class="title is-3  has-text-centered">News <span class="icon"><i class="fas fa-rocket"></i></span></h2>
+      <div class="content has-text-left">
+        <ul>
+           <li><strong>[2024-11-18]</strong> Our Caption-Contrastive finetuned Llama3-8B-CC released on <a href="https://huggingface.co/microsoft/LLM2CLIP-Llama-3-8B-Instruct-CC-Finetuned" target="_blank">HuggingFace</a>, we will try release more version.</li>
+           <li><strong>[2024-11-08]</strong> We are training a scaled-up version with ten times the dataset. Updates: EVA ViT-E, InternVL-300M, SigCLIP-SO-400M, and more VLLM results. Stay tuned for the most powerful CLIP models. Thanks for your star!</li>
+           <li><strong>[2024-11-06]</strong> OpenAI's CLIP and EVA02's ViT models are now available on <a href="https://huggingface.co/collections/microsoft/llm2clip-672323a266173cfa40b32d4c" target="_blank">HuggingFace</a>.</li>
+           <li><strong>[2024-11-01]</strong> Our paper was accepted at the NeurIPS 2024 SSL Workshop!</li>
+        </ul>
+      </div>
+    </div>
+  </section>
+
+  <!-- Abstract Section -->
+  <section class="section">
+    <div class="container">
+      <h2 class="title is-3 has-text-centered">Abstract</h2>
+      <div class="content has-text-centered">
+        <p>CLIP is one of the most important multimodal foundational models today, aligning visual and textual signals into a shared feature space using a simple contrastive learning loss on large-scale image-text pairs. What powers CLIP’s capabilities? The rich supervision signals provided by natural language — the carrier of human knowledge — shape a powerful cross-modal representation space. As a result, CLIP supports a variety of tasks, including zero-shot classification, detection, segmentation, and cross-modal retrieval, significantly influencing the entire multimodal domain.</p>
+        <p>However, with the rapid advancements in large language models (LLMs) like GPT-4 and LLaMA, the boundaries of language comprehension and generation are continually being pushed. This raises an intriguing question: can the capabilities of LLMs be harnessed to further improve multimodal representation learning? The potential benefits of incorporating LLMs into CLIP are clear. LLMs’ strong textual understanding can fundamentally improve CLIP’s ability to handle image captions, drastically enhancing its ability to process long and complex texts — a well-known limitation of vanilla CLIP. Moreover, LLMs are trained on a vast corpus of text, possessing open-world knowledge. This allows them to expand on caption information during training, increasing the efficiency of the learning process.</p>
+        <p>In this paper, we propose LLM2CLIP, a novel approach that embraces the power of LLMs to unlock CLIP’s potential. By fine-tuning the LLM in the caption space with contrastive learning, we extract its textual capabilities into the output embeddings, significantly improving the output layer’s textual discriminability. We then design an efficient training process where the fine-tuned LLM acts as a powerful teacher for CLIP’s visual encoder. Thanks to the LLM’s presence, we can now incorporate longer and more complex captions without being restricted by vanilla CLIP text encoder’s context window and ability limitations. Our experiments demonstrate that this approach brings substantial improvements in cross-modal tasks.</p>
+      </div>
+    </div>
+  </section>
+
+  <!-- Overview Image -->
+  <section class="section">
+    <div class="container has-text-centered">
+      <img src="static/images/main.svg" alt="LLM2CLIP Overview" style="max-width: 100%; height: auto;">
+      <p class="mt-4"><strong>LLM2CLIP Overview:</strong> After applying caption contrastive fine-tuning to the LLM, the increased textual discriminability enables more effective CLIP training. We leverage the open-world knowledge and general capabilities of the LLM to better process dense captions, addressing the previous limitations of the pretrained CLIP visual encoder and providing richer, higher-dimensional textual supervision.</p>
+    </div>
+  </section>
+
+  <!-- Radar Image Section -->
+  <section class="section">
+    <div class="container has-text-centered">
+      <img src="static/images/radar_paper(4).png" alt="Radar Chart" style="max-width: 80%; height: auto;">
+      <p class="mt-4"><strong>LLM2CLIP: Demonstrating excellence across multiple benchmarks.</strong></p>
+    </div>
+  </section>
+
+  <!-- Experimental Results Section -->
+  <section class="section">
+    <div class="container">
+      <h2 class="title is-3 has-text-centered">Experimental Results</h2>
+      <div class="columns is-multiline">
+        <div class="column is-full">
+          <p style="font-size: 100%" class="has-text-centered">
+            To validate our hypothesis, we designed a caption-to-caption retrieval experiment, as shown in Table 1 and Figure 2. Each image in the MS-COCO dataset has five human-annotated captions. We selected the first two captions as positive samples and performed retrieval across the entire validation set. Using the caption retrieval accuracy (CRA), we evaluated the text model’s ability to differentiate between captions, helping us determine which language model is better suited for CLIP. We found that Llama-3 8B achieved only 18.4% top-1 accuracy, while the standard CLIP-ViT-L reached 66.0% top-1 accuracy. As illustrated in Figure 2, the top-1 caption retrieved by original Llama-3 can be entirely unrelated to the query caption, clearly obstructing effective CLIP learning. Therefore, directly using an LLM to guide CLIP’s visual encoder training is highly constrained.
+          </p>
+          <div style="display: flex; align-items: center; justify-content: space-between;">
+            <div style="width: 30%; text-align: center;">
+              <table border="1" cellspacing="0" cellpadding="5" style="width: 100%; text-align: center;">
+                <caption><b>Comparison of top-1 Caption Retrieval Accuracy (CRA) for various language models in MS COCO validation set.</b></caption>
+                <thead>
+                  <tr>
+                    <th><b>Language Model</b></th>
+                    <th><b>CRA</b></th>
+                  </tr>
+                </thead>
+                <tbody>
+                  <tr>
+                    <td>CLIP-L/14</td>
+                    <td>25.2</td>
+                  </tr>
+                  <tr>
+                    <td>EVA02-L/14</td>
+                    <td>27.11</td>
+                  </tr>
+                  <tr style="background-color: #f8d7da;">
+                    <td style="color: red;">Llama3-8B</td>
+                    <td style="color: red;">5.2</td>
+                  </tr>
+                  <tr style="background-color: #f8d7da;">
+                    <td style="color: red;">Llama3.2-1B</td>
+                    <td style="color: red;">5.6</td>
+                  </tr>
+                  <tr>
+                    <td>Llama3-8B-CC</td>
+                    <td><b>29.5</b></td>
+                  </tr>
+                  <tr>
+                    <td>Llama3.2-1B-CC</td>
+                    <td>29.4</td>
+                  </tr>
+                </tbody>
+              </table>
+            </div>
+            <div style="width: 65%; text-align: center;">
+              <img src="static/images/coco_score.svg" alt="COCO Score">
+            </div>
+          </div>
+        </div>
+      </div>
+
+      <!-- Cross-Language Retrieval Performance Section -->
+      <div class="container is-max-widescreen">
+        <div class="rows">
+          <div class="rows is-centered">
+            <div class="row is-full-width">
+              <h2 class="title is-3 has-text-centered"><span class="dvima">LLM2CLIP can make SOTA CLIP even more SOTA ever.</span></h2>
+              <div class="content has-text-justified">
+                <table border="1" cellspacing="0" cellpadding="5" style="width: 100%; text-align: center;">
+                  <caption>Comparison of various text encoders. With only a few epochs of training alongside the LLM, we can significantly enhance the performance of existing pretrained SOTA CLIP models. We freeze the gradients of the LLM and only use it for feature extraction, making the training process very low-cost.</caption>
+                  <thead>
+                      <tr>
+                          <th rowspan="2">Methods</th>
+                          <th colspan="2">Flickr30k</th>
+                          <th colspan="2">COCO</th>
+                          <th colspan="2">ShareGPT4v</th>
+                          <th colspan="2">Urban-1k</th>
+                          <th colspan="2">DOCCI</th>
+                          <th rowspan="2">Average</th>
+                          <th rowspan="2">CRA</th>
+                      </tr>
+                      <tr>
+                          <th>I2T</th>
+                          <th>T2I</th>
+                          <th>I2T</th>
+                          <th>T2I</th>
+                          <th>I2T</th>
+                          <th>T2I</th>
+                          <th>I2T</th>
+                          <th>T2I</th>
+                          <th>I2T</th>
+                          <th>T2I</th>
+                      </tr>
+                  </thead>
+                  <tbody>
+                      <tr>
+                          <td><strong>EVA02 Vit-L/14</strong></td>
+                          <td>89.8</td>
+                          <td>73.3</td>
+                          <td>63.8</td>
+                          <td>63.8</td>
+                          <td>89.3</td>
+                          <td>91.9</td>
+                          <td>68.5</td>
+                          <td>73.3</td>
+                          <td>75.0</td>
+                          <td>73.4</td>
+                          <td>76.2</td>
+                          <td>69.8</td>
+                      </tr>
+                      <tr>
+                          <td>&#8195;<strong>+ Jina Bert</strong></td>
+                          <td>87.9</td>
+                          <td>77.9</td>
+                          <td>60.9</td>
+                          <td>50.3</td>
+                          <td>95.3</td>
+                          <td>95.1</td>
+                          <td>79.4</td>
+                          <td>83.8</td>
+                          <td>73.8</td>
+                          <td>77.9</td>
+                          <td>78.2</td>
+                          <td><strong>74.2</strong></td>
+                      </tr>
+                      <tr>
+                          <td>&#8195;<strong>+ Llama3-8B</strong></td>
+                          <td>87.1</td>
+                          <td>75.3</td>
+                          <td>56.4</td>
+                          <td>41.6</td>
+                          <td>89.3</td>
+                          <td>91.4</td>
+                          <td>58.6</td>
+                          <td>60.9</td>
+                          <td>51.7</td>
+                          <td>50.6</td>
+                          <td>66.3</td>
+                          <td>18.4</td>
+                      </tr>
+                      <tr>
+                          <td>&#8195;<strong>+ Llama3-8B-TC</strong></td>
+                          <td>92.7</td>
+                          <td>82.1</td>
+                          <td>68.1</td>
+                          <td>54.6</td>
+                          <td>97.7</td>
+                          <td>98.2</td>
+                          <td>88.9</td>
+                          <td>93.8</td>
+                          <td>85.0</td>
+                          <td>87.8</td>
+                          <td>84.8</td>
+                          <td>71.3</td>
+                      </tr>
+                      <tr>
+                          <td>&#8195;<strong>+ Llama3-8B-CC</strong></td>
+                          <td>92.0</td>
+                          <td>82.8</td>
+                          <td><strong>68.5</strong></td>
+                          <td><strong>54.8</strong></td>
+                          <td><strong>98.6</strong></td>
+                          <td><strong>99.0</strong></td>
+                          <td>88.1</td>
+                          <td>94.0</td>
+                          <td><strong>88.2</strong></td>
+                          <td><strong>90.4</strong></td>
+                          <td>85.6</td>
+                          <td>73.0</td>
+                      </tr>
+                      <tr>
+                          <td>&#8195;<strong>+ Llama3.2-1B-CC</strong></td>
+                          <td>91.6</td>
+                          <td>81.3</td>
+                          <td>65.8</td>
+                          <td>52.5</td>
+                          <td>98.3</td>
+                          <td>98.2</td>
+                          <td>84.5</td>
+                          <td>91.9</td>
+                          <td>83.4</td>
+                          <td>86.4</td>
+                          <td>83.4</td>
+                          <td>72.8</td>
+                      </tr>
+                      <tr>
+                          <td>&#8195;<strong>+ Mistral-Nemo-12B-CC</strong></td>
+                          <td><strong>93.5</strong></td>
+                          <td><strong>83.7</strong></td>
+                          <td><strong>68.5</strong></td>
+                          <td>54.7</td>
+                          <td><strong>98.6</strong></td>
+                          <td>98.9</td>
+                          <td><strong>90.4</strong></td>
+                          <td><strong>94.3</strong></td>
+                          <td>88.0</td>
+                          <td>89.7</td>
+                          <td><strong>86.0</strong></td>
+                          <td>73.3</td>
+                      </tr>
+                  </tbody>
+                </table>
+              </div>
+            </div>
+          </div>
+        </div>
+      </div>
+
+      <!-- Cross-Language Retrieval Performance Table -->
+      <div class="container is-max-widescreen">
+        <div class="rows">
+          <div class="rows is-centered">
+            <div class="row is-full-width">
+              <div class="content has-text-centered">
+                <table border="1" cellspacing="0" cellpadding="5" style="width: 100%; text-align: center;">
+                  <colgroup>
+                    <col style="width: 10em;"> <!-- 第一列宽度为 15 倍字体大小 -->
+                  </colgroup>
+                  <caption>Retrieval Performance across Flickr30K-CN and COCO-CN. Even with alignment done solely on English data, our network enables Chinese cross-modal retrieval to go from unusable to SOTA, surpassing models like Wukong that are trained on Chinese datasets.</caption>
+                  <thead style="font-size:14px;">
+                    <tr>
+                      <th rowspan="2">Methods</th>
+                      <th colspan="6">Flickr-CN</th>
+                      <th colspan="6">COCO-CN</th>
+                    </tr>
+                    <tr>
+                      <th>I2T@1</th>
+                      <th>I2T@5</th>
+                      <th>I2T@10</th>
+                      <th>T2I@1</th>
+                      <th>T2I@5</th>
+                      <th>T2I@10</th>
+                      <th>I2T@1</th>
+                      <th>I2T@5</th>
+                      <th>I2T@10</th>
+                      <th>T2I@1</th>
+                      <th>T2I@5</th>
+                      <th>T2I@10</th>
+                    </tr>
+                  </thead>
+                  <tbody style="font-size:14px;">
+                    <tr>
+                      <td>Wukong</td>
+                      <td>76.1</td>
+                      <td>94.8</td>
+                      <td>97.5</td>
+                      <td>51.7</td>
+                      <td>78.9</td>
+                      <td>86.3</td>
+                      <td>53.4</td>
+                      <td>80.2</td>
+                      <td>90.1</td>
+                      <td>55.2</td>
+                      <td>81.0</td>
+                      <td>90.6</td>
+                    </tr>
+                    <tr>
+                      <td>CN-CLIP</td>
+                      <td>80.2</td>
+                      <td>96.6</td>
+                      <td>98.2</td>
+                      <td>68.0</td>
+                      <td>90.7</td>
+                      <td>95.4</td>
+                      <td>63.4</td>
+                      <td>84.2</td>
+                      <td>92.9</td>
+                      <td>64.0</td>
+                      <td>89.2</td>
+                      <td>94.4</td>
+                    </tr>
+                    <tr>
+                      <td>JinaCLIP</td>
+                      <td>3.30</td>
+                      <td>9.90</td>
+                      <td>15.1</td>
+                      <td>0.7</td>
+                      <td>3.5</td>
+                      <td>6.0</td>
+                      <td>2.9</td>
+                      <td>8.9</td>
+                      <td>13.7</td>
+                      <td>1.0</td>
+                      <td>4.9</td>
+                      <td>8.2</td>
+                    </tr>
+                    <tr>
+                      <td>EVA02</td>
+                      <td>4.40</td>
+                      <td>11.8</td>
+                      <td>16.7</td>
+                      <td>0.94</td>
+                      <td>2.9</td>
+                      <td>4.8</td>
+                      <td>2.7</td>
+                      <td>9.8</td>
+                      <td>15.2</td>
+                      <td>1.0</td>
+                      <td>3.7</td>
+                      <td>7.3</td>
+                    </tr>
+                    <tr style="background-color: #E8F4FF;">
+                      <td>&#8195;<strong> &emsp;   + LLM2CLIP</strong></td>
+                      <td><strong>86.9</strong></td>
+                      <td><strong>98.1</strong></td>
+                      <td><strong>99.3</strong></td>
+                      <td><strong>75.1</strong></td>
+                      <td><strong>92.9</strong></td>
+                      <td><strong>96.0</strong></td>
+                      <td><strong>69.1</strong></td>
+                      <td><strong>92.5</strong></td>
+                      <td><strong>97.2</strong></td>
+                      <td><strong>70.0</strong></td>
+                      <td><strong>92.6</strong></td>
+                      <td><strong>96.7</strong></td>
+                    </tr>
+                  </tbody>
+                </table>
+              </div>
+            </div>
+          </div>
+        </div>
+      </div>
+
+      <!-- Llava Performance Table -->
+      <div class="container is-max-widescreen">
+        <div class="rows">
+          <div class="rows is-centered">
+            <div class="row is-full-width">
+              <h2 class="title is-3 has-text-centered"><span class="dvima">LLM2CLIP can make models like Llava more powerful and comprehensive in performance:</span></h2>
+              <div class="content has-text-centered">
+                <table border="1" cellspacing="0" cellpadding="5" style="width: 100%; text-align: center;">
+                  <colgroup>
+                    <col style="width: 10em;"> <!-- 第一列宽度为 15 倍字体大小 -->
+                  </colgroup>
+                  <caption>Performance of Llava 1.5. We explored whether LLM2CLIP could enhance complex image understanding tasks by modifying Llava's visual encoder. LLM2CLIP improves Llava in 87.5% of benchmarks.</caption>
+                  <thead style="font-size:10px;">
+                    <tr>
+                      <th rowspan="2"><strong>MODEL</strong></th>
+                      <th colspan="5"><strong>VQA Datasets</strong></th>
+                      <th colspan="3"><strong>Pope Metrics</strong></th>
+                      <th colspan="5"><strong>MM Benchmarks</strong></th>
+                      <th colspan="3"><strong>Seed Benchmarks</strong></th>
+                    </tr>
+                    <tr>
+                      <th><strong>VQAv2</strong></th>
+                      <th><strong>GQA</strong></th>
+                      <th><strong>VizWiz</strong></th>
+                      <th><strong>SQA-IMG</strong></th>
+                      <th><strong>TextVQA</strong></th>
+                      <th><strong>Random</strong></th>
+                      <th><strong>Adv.</strong></th>
+                      <th><strong>Popular</strong></th>
+                      <th><strong>MME</strong></th>
+                      <th><strong>MMBench</strong></th>
+                      <th><strong>MMBench-CN</strong></th>
+                      <th><strong>LlavaBench</strong></th>
+                      <th><strong>MMVet</strong></th>
+                      <th><strong>All</strong></th>
+                      <th><strong>IMG</strong></th>
+                      <th><strong>Video</strong></th>
+                    </tr>
+                  </thead>
+                  <tbody style="font-size:10px;">
+                    <tr style="color: gray;">
+                      <td><strong>Llava (Paper)</strong></td>
+                      <td>78.5</td>
+                      <td>62.0</td>
+                      <td>50.0</td>
+                      <td>66.8</td>
+                      <td>58.2</td>
+                      <td>87.3</td>
+                      <td>86.1</td>
+                      <td>84.2</td>
+                      <td>1510.7</td>
+                      <td>64.3</td>
+                      <td>58.3</td>
+                      <td>65.4</td>
+                      <td>31.1</td>
+                      <td>58.6</td>
+                      <td>66.1</td>
+                      <td>37.3</td>
+                    </tr>
+                    <tr>
+                      <td><strong>Llava (Rep.)</strong></td>
+                      <td>79.04</td>
+                      <td>62.86</td>
+                      <td>50.57</td>
+                      <td>67.97</td>
+                      <td>57.48</td>
+                      <td>87.7</td>
+                      <td><strong>84.85</strong></td>
+                      <td>86.3</td>
+                      <td>1476.69</td>
+                      <td>66.66</td>
+                      <td>60.39</td>
+                      <td>58.0</td>
+                      <td>34.3</td>
+                      <td>59.86</td>
+                      <td>66.95</td>
+                      <td><strong>39.71</strong></td>
+                    </tr>
+                    <tr style="background-color: #E8F4FF;">
+                      <td>&#8195;<strong>  &emsp;  + LLM2CLIP</strong></td>
+                      <td><strong>79.80</strong></td>
+                      <td><strong>63.15</strong></td>
+                      <td><strong>52.37</strong></td>
+                      <td><strong>69.92</strong></td>
+                      <td><strong>58.35</strong></td>
+                      <td><strong>88.55</strong></td>
+                      <td>82.76</td>
+                      <td><strong>87.75</strong></td>
+                      <td><strong>1505.82</strong></td>
+                      <td><strong>68.29</strong></td>
+                      <td><strong>60.40</strong></td>
+                      <td><strong>62.7</strong></td>
+                      <td><strong>34.8</strong></td>
+                      <td><strong>60.96</strong></td>
+                      <td><strong>68.80</strong></td>
+                      <td>38.96</td>
+                    </tr>
+                  </tbody>
+                </table>
+
+              </div>
+            </div>
+          </div>
+        </div>
+      </div>
+
+    </div>
+  </section>
+
+  <section class="section" id="BibTeX">
+    <div class="container is-max-desktop content">
+      <h2 class="title">BibTeX</h2>
+      <pre><code>@misc{huang2024llm2clippowerfullanguagemodel,
+  title={LLM2CLIP: Powerful Language Model Unlock Richer Visual Representation},
+  author={Weiquan Huang and Aoqi Wu and Yifan Yang and Xufang Luo and Yuqing Yang and Liang Hu and Qi Dai and Xiyang Dai and Dongdong Chen and Chong Luo and Lili Qiu},
+  year={2024},
+  eprint={2411.04997},
+  archivePrefix={arXiv},
+  primaryClass={cs.CV},
+  url={https://arxiv.org/abs/2411.04997}
+}</code></pre>
+    </div>
+  </section>
+
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+              </div>
+          </div>
+      </div>
+  </div>
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LLM2CLIP/docs/index.markdown

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+---
+# Feel free to add content and custom Front Matter to this file.
+# To modify the layout, see https://jekyllrb.com/docs/themes/#overriding-theme-defaults
+
+layout: home
+---

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LLM2CLIP/docs/static/css/bulma.css.map.txt

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LLM2CLIP/docs/static/css/fontawesome.all.min.css

@@ -0,0 +1,5 @@
+/*!
+ * Font Awesome Free 5.15.1 by @fontawesome - https://fontawesome.com
+ * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)
+ */
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